draft: add invoke interface to postgres source

.ci/continuous.release.cloudbuild.yaml

@@ -18,9 +18,7 @@ steps:
     script: |
         #!/usr/bin/env bash
         docker buildx create --name container-builder --driver docker-container --bootstrap --use
-
-        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) $TAGS --push .
+        docker buildx build --platform linux/amd64,linux/arm64 --build-arg COMMIT_SHA=$(git rev-parse --short HEAD) -t ${_DOCKER_URI}:$REF_NAME --push .
 
   - id: "install-dependencies"
     name: golang:1
@@ -33,56 +31,19 @@ steps:
     script: |
         go get -d ./...
 
-  - id: "install-zig"
-    name: golang:1
-    waitFor: ['-']
-    volumes:
-      - name: 'zig'
-        path: '/zig-tools'
-    script: |
-        #!/usr/bin/env bash
-        set -e
-        apt-get update && apt-get install -y xz-utils
-        curl -fL "https://ziglang.org/download/0.15.2/zig-x86_64-linux-0.15.2.tar.xz" -o zig.tar.xz
-        tar -xf zig.tar.xz -C /zig-tools --strip-components=1
-
-  - id: "install-macos-sdk"
-    name: golang:1
-    waitFor: ['-']
-    volumes:
-      - name: 'macos-sdk'
-        path: '/macos-sdk'
-    script: |
-        #!/usr/bin/env bash
-        set -e
-        apt-get update && apt-get install -y xz-utils
-        echo "Downloading macOS 14.5 SDK..."
-        curl -fL -o sdk.tar.xz https://github.com/alexey-lysiuk/macos-sdk/releases/download/14.5/MacOSX14.5.tar.xz
-        
-        mkdir -p /macos-sdk/MacOSX14.5.sdk
-        echo "Unpacking macOS 14.5 SDK..."
-        tar -xf sdk.tar.xz -C /macos-sdk/MacOSX14.5.sdk --strip-components=1
-
   - id: "build-linux-amd64"
     name: golang:1
-    waitFor:
+    waitFor: 
       - "install-dependencies"
-      - "install-zig"
     env:
       - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=linux'
-      - 'GOARCH=amd64'
-      - 'CC=/zig-tools/zig cc -target x86_64-linux-gnu'
-      - 'CXX=/zig-tools/zig c++ -target x86_64-linux-gnu'
     volumes:
       - name: 'go'
         path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
     script: |
         #!/usr/bin/env bash
-        go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.linux.amd64
+        CGO_ENABLED=0 GOOS=linux GOARCH=amd64 \
+          go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.linux.amd64
 
   - id: "store-linux-amd64"
     name: "gcr.io/cloud-builders/gcloud:latest"
@@ -92,55 +53,19 @@ 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"
-      - "install-zig"
-    env:
-      - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=linux'
-      - 'GOARCH=amd64'
-      - 'CC=/zig-tools/zig cc -target x86_64-linux-gnu'
-      - 'CXX=/zig-tools/zig c++ -target x86_64-linux-gnu'
-    volumes:
-      - name: 'go'
-        path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
-    script: |
-        #!/usr/bin/env bash
-        export VERSION=$(cat ./cmd/version.txt)
-        go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.linux.amd64
-
   - id: "build-darwin-arm64"
     name: golang:1
-    waitFor:
+    waitFor: 
       - "install-dependencies"
-      - "install-zig"
-      - "install-macos-sdk"
     env:
       - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=darwin'
-      - 'GOARCH=arm64'
-      - 'SDK_PATH=/macos-sdk/MacOSX14.5.sdk'
-      - 'MACOS_MIN_VER=10.14'
-      - 'CGO_LDFLAGS=-mmacosx-version-min=10.14 --sysroot /macos-sdk/MacOSX14.5.sdk -F/macos-sdk/MacOSX14.5.sdk/System/Library/Frameworks -L/usr/lib'
-      - 'COMMON_FLAGS=-mmacosx-version-min=10.14 -target aarch64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CC=/zig-tools/zig cc -mmacosx-version-min=10.14 -target aarch64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CXX=/zig-tools/zig c++ -mmacosx-version-min=10.14 -target aarch64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
     volumes:
       - name: 'go'
         path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
-      - name: 'macos-sdk'
-        path: '/macos-sdk'
     script: |
         #!/usr/bin/env bash
-         go build -trimpath -buildmode=pie -ldflags "-s -w -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.darwin.arm64
+        CGO_ENABLED=0 GOOS=darwin GOARCH=arm64 \
+          go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.darwin.arm64
 
   - id: "store-darwin-arm64"
     name: "gcr.io/cloud-builders/gcloud:latest"
@@ -150,61 +75,19 @@ 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"
-      - "install-zig"
-      - "install-macos-sdk"
-    env:
-      - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=darwin'
-      - 'GOARCH=arm64'
-      - 'SDK_PATH=/macos-sdk/MacOSX14.5.sdk'
-      - 'MACOS_MIN_VER=10.14'
-      - 'CGO_LDFLAGS=-mmacosx-version-min=10.14 --sysroot /macos-sdk/MacOSX14.5.sdk -F/macos-sdk/MacOSX14.5.sdk/System/Library/Frameworks -L/usr/lib'
-      - 'COMMON_FLAGS=-mmacosx-version-min=10.14 -target aarch64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CC=/zig-tools/zig cc -mmacosx-version-min=10.14 -target aarch64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CXX=/zig-tools/zig c++ -mmacosx-version-min=10.14 -target aarch64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-    volumes:
-      - name: 'go'
-        path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
-      - name: 'macos-sdk'
-        path: '/macos-sdk'
-    script: |
-        #!/usr/bin/env bash
-         go build -trimpath -buildmode=pie -ldflags "-s -w -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.darwin.arm64
-
   - id: "build-darwin-amd64"
     name: golang:1
-    waitFor:
+    waitFor: 
       - "install-dependencies"
-      - "install-zig"
-      - "install-macos-sdk"
     env:
       - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=darwin'
-      - 'GOARCH=amd64'
-      - 'SDK_PATH=/macos-sdk/MacOSX14.5.sdk'
-      - 'MACOS_MIN_VER=10.14'
-      - 'CGO_LDFLAGS=-mmacosx-version-min=10.14 --sysroot /macos-sdk/MacOSX14.5.sdk -F/macos-sdk/MacOSX14.5.sdk/System/Library/Frameworks -L/usr/lib'
-      - 'COMMON_FLAGS=-mmacosx-version-min=10.14 -target x86_64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CC=/zig-tools/zig cc -mmacosx-version-min=10.14 -target x86_64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CXX=/zig-tools/zig c++ -mmacosx-version-min=10.14 -target x86_64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
     volumes:
       - name: 'go'
         path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
-      - name: 'macos-sdk'
-        path: '/macos-sdk'
     script: |
         #!/usr/bin/env bash
-         go build -trimpath -buildmode=pie -ldflags "-s -w -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.darwin.amd64
+        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.darwin.amd64
 
   - id: "store-darwin-amd64"
     name: "gcr.io/cloud-builders/gcloud:latest"
@@ -214,54 +97,19 @@ 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"
-      - "install-zig"
-      - "install-macos-sdk"
-    env:
-      - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=darwin'
-      - 'GOARCH=amd64'
-      - 'SDK_PATH=/macos-sdk/MacOSX14.5.sdk'
-      - 'MACOS_MIN_VER=10.14'
-      - 'CGO_LDFLAGS=-mmacosx-version-min=10.14 --sysroot /macos-sdk/MacOSX14.5.sdk -F/macos-sdk/MacOSX14.5.sdk/System/Library/Frameworks -L/usr/lib'
-      - 'COMMON_FLAGS=-mmacosx-version-min=10.14 -target x86_64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CC=/zig-tools/zig cc -mmacosx-version-min=10.14 -target x86_64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CXX=/zig-tools/zig c++ -mmacosx-version-min=10.14 -target x86_64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-    volumes:
-      - name: 'go'
-        path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
-      - name: 'macos-sdk'
-        path: '/macos-sdk'
-    script: |
-        #!/usr/bin/env bash
-         go build -trimpath -buildmode=pie -ldflags "-s -w -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.darwin.amd64
-
   - id: "build-windows-amd64"
     name: golang:1
-    waitFor:
+    waitFor: 
       - "install-dependencies"
-      - "install-zig"
     env:
       - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=windows'
-      - 'GOARCH=amd64'
-      - 'CC=/zig-tools/zig cc -target x86_64-windows-gnu'
-      - 'CXX=/zig-tools/zig c++ -target x86_64-windows-gnu'
     volumes:
       - name: 'go'
         path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
     script: |
         #!/usr/bin/env bash
-        go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.windows.amd64
+        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.windows.amd64
 
   - id: "store-windows-amd64"
     name: "gcr.io/cloud-builders/gcloud:latest"
@@ -271,34 +119,11 @@ 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"
-      - "install-zig"
-    env:
-      - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=windows'
-      - 'GOARCH=amd64'
-      - 'CC=/zig-tools/zig cc -target x86_64-windows-gnu'
-      - 'CXX=/zig-tools/zig c++ -target x86_64-windows-gnu'
-    volumes:
-      - name: 'go'
-        path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
-    script: |
-        #!/usr/bin/env bash
-        export VERSION=$(cat ./cmd/version.txt)
-        go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.windows.amd64
-
 options:
   automapSubstitutions: true
   dynamicSubstitutions: true
   logging: CLOUD_LOGGING_ONLY # Necessary for custom service account
-  pool:
-    name: projects/$PROJECT_ID/locations/us-central1/workerPools/run-release # to increase resource for running releases
+  machineType: 'E2_HIGHCPU_32'
 
 substitutions:
   _REGION: us-central1

.ci/integration.cloudbuild.yaml

@@ -34,47 +34,9 @@ steps:
         path: "/gopath"
     script: |
       go test -c -race -cover \
-      -coverpkg=./internal/sources/...,./internal/tools/... \
-      $(go list ./tests/... | grep -v '/tests/prompts')
+      -coverpkg=./internal/sources/...,./internal/tools/... ./tests/...
       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"]
@@ -232,49 +194,6 @@ steps:
           dataplex \
           dataplex
 
-  - id: "dataform"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-    secretEnv: ["CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        apt-get update && apt-get install -y npm && \
-        npm install -g @dataform/cli && \
-        .ci/test_with_coverage.sh \
-          "Dataform" \
-          dataform \
-          dataform
-
-  - id: "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 || echo "Integration tests failed."
-
   - id: "postgres"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -385,7 +304,7 @@ steps:
         .ci/test_with_coverage.sh \
           "Cloud SQL MySQL" \
           cloudsqlmysql \
-          mysql
+          mysql || echo "Integration tests failed." # ignore test failures
 
   - id: "mysql"
     name: golang:1
@@ -407,7 +326,7 @@ steps:
         .ci/test_with_coverage.sh \
           "MySQL" \
           mysql \
-          mysql
+          mysql || echo "Integration tests failed." # ignore test failures
 
   - id: "mssql"
     name: golang:1
@@ -589,26 +508,6 @@ steps:
           firestore \
           firestore
 
-  - id: "mongodb"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "MONGODB_DATABASE=$_DATABASE_NAME"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["MONGODB_URI", "CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "MongoDB" \
-          mongodb \
-          mongodb
-
   - id: "looker"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -618,8 +517,6 @@ steps:
       - "FIRESTORE_PROJECT=$PROJECT_ID"
       - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
       - "LOOKER_VERIFY_SSL=$_LOOKER_VERIFY_SSL"
-      - "LOOKER_PROJECT=$_LOOKER_PROJECT"
-      - "LOOKER_LOCATION=$_LOOKER_LOCATION"
     secretEnv:
       [
         "CLIENT_ID",
@@ -637,27 +534,6 @@ steps:
           "Looker" \
           looker \
           looker
-    
-  - id: "mindsdb"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "MINDSDB_PORT=$_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
@@ -786,26 +662,7 @@ steps:
       - |
         ./yugabytedb.test -test.v
 
-  - id: "elasticsearch"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["CLIENT_ID", "ELASTICSEARCH_USER", "ELASTICSEARCH_PASS", "ELASTICSEARCH_HOST"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "Elasticsearch" \
-          elasticsearch \
-          elasticsearch
-
-
+ 
   - id: "cassandra"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -824,89 +681,7 @@ steps:
           "Cassandra" \
           cassandra \
           cassandra
-
-  - id: "oracle"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-      - "ORACLE_SERVER_NAME=$_ORACLE_SERVER_NAME"
-    secretEnv: ["CLIENT_ID", "ORACLE_USER", "ORACLE_PASS", "ORACLE_HOST"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "Oracle" \
-          oracle \
-          oracle
-
-  - id: "serverless-spark"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "SERVERLESS_SPARK_LOCATION=$_REGION"
-      - "SERVERLESS_SPARK_PROJECT=$PROJECT_ID"
-      - "SERVERLESS_SPARK_SERVICE_ACCOUNT=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .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
-
-  - id: "mariadb"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "MARIADB_DATABASE=$_MARIADB_DATABASE"
-      - "MARIADB_PORT=$_MARIADB_PORT"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["MARIADB_USER", "MARIADB_PASS", "MARIADB_HOST", "CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        # skip coverage check as it re-uses current MySQL implementation
-        go test ./tests/mariadb
-
-
+          
 availableSecrets:
   secretManager:
     - versionName: projects/$PROJECT_ID/secrets/cloud_sql_pg_user/versions/latest
@@ -985,48 +760,18 @@ 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
       env: CASSANDRA_PASS
     - versionName: projects/$PROJECT_ID/secrets/cassandra_host/versions/latest
       env: CASSANDRA_HOST
-    - versionName: projects/$PROJECT_ID/secrets/oracle_user/versions/latest
-      env: ORACLE_USER
-    - versionName: projects/$PROJECT_ID/secrets/oracle_pass/versions/latest
-      env: ORACLE_PASS
-    - versionName: projects/$PROJECT_ID/secrets/oracle_host/versions/latest
-      env: ORACLE_HOST
-    - versionName: projects/$PROJECT_ID/secrets/singlestore_pass/versions/latest
-      env: SINGLESTORE_PASSWORD
-    - versionName: projects/$PROJECT_ID/secrets/singlestore_host/versions/latest
-      env: SINGLESTORE_HOST
-    - versionName: projects/$PROJECT_ID/secrets/mariadb_user/versions/latest
-      env: MARIADB_USER
-    - versionName: projects/$PROJECT_ID/secrets/mariadb_pass/versions/latest
-      env: MARIADB_PASS
-    - versionName: projects/$PROJECT_ID/secrets/mariadb_host/versions/latest
-      env: MARIADB_HOST
-    - versionName: projects/$PROJECT_ID/secrets/mongodb_uri/versions/latest
-      env: MONGODB_URI
 
 options:
   logging: CLOUD_LOGGING_ONLY
@@ -1046,8 +791,6 @@ 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"
@@ -1061,8 +804,6 @@ substitutions:
   _DGRAPHURL: "https://play.dgraph.io"
   _COUCHBASE_BUCKET: "couchbase-bucket"
   _COUCHBASE_SCOPE: "couchbase-scope"
-  _LOOKER_LOCATION: "us"
-  _LOOKER_PROJECT: "149671255749"
   _LOOKER_VERIFY_SSL: "true"
   _TIDB_HOST: 127.0.0.1
   _TIDB_PORT: "4000"
@@ -1077,16 +818,6 @@ 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"
-  _SINGLESTORE_HOST: 127.0.0.1
-  _SINGLESTORE_PORT: "3308"
-  _SINGLESTORE_DATABASE: "singlestore"
-  _SINGLESTORE_USER: "root"
-  _MARIADB_PORT: "3307"
-  _MARIADB_DATABASE: test_database
-

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

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

.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/quickstart_test/run_js_tests.sh

@@ -77,10 +77,8 @@ run_orch_test() {
     setup_orch_table
 
     cd "$orch_dir"
-    echo "Installing dependencies for $orch_name..."
-    if [ -f "package-lock.json" ]; then
-      npm ci
-    else
+    if [ -f "package.json" ]; then
+      echo "Installing dependencies for $orch_name..."
       npm install
     fi
 
@@ -122,4 +120,4 @@ for ORCH_DIR in "$QUICKSTART_JS_DIR"/*/; do
     continue
   fi
   run_orch_test "$ORCH_DIR"
-done
+done

.ci/test_prompts_with_coverage.sh

@@ -1,75 +0,0 @@
-#!/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

@@ -29,7 +29,7 @@ steps:
   - id: "install-dependencies"
     name: golang:1
     waitFor: ['-']
-    env:
+    env: 
       - 'GOPATH=/gopath'
     volumes:
       - name: 'go'
@@ -37,56 +37,20 @@ steps:
     script: |
         go get -d ./...
 
-  - id: "install-zig"
-    name: golang:1
-    waitFor: ['-']
-    volumes:
-      - name: 'zig'
-        path: '/zig-tools'
-    script: |
-        #!/usr/bin/env bash
-        set -e
-        apt-get update && apt-get install -y xz-utils
-        curl -fL "https://ziglang.org/download/0.15.2/zig-x86_64-linux-0.15.2.tar.xz" -o zig.tar.xz
-        tar -xf zig.tar.xz -C /zig-tools --strip-components=1
-
-  - id: "install-macos-sdk"
-    name: golang:1
-    waitFor: ['-']
-    volumes:
-      - name: 'macos-sdk'
-        path: '/macos-sdk'
-    script: |
-        #!/usr/bin/env bash
-        set -e
-        apt-get update && apt-get install -y xz-utils
-        echo "Downloading macOS 14.5 SDK..."
-        curl -fL -o sdk.tar.xz https://github.com/alexey-lysiuk/macos-sdk/releases/download/14.5/MacOSX14.5.tar.xz
-        
-        mkdir -p /macos-sdk/MacOSX14.5.sdk
-        echo "Unpacking macOS 14.5 SDK..."
-        tar -xf sdk.tar.xz -C /macos-sdk/MacOSX14.5.sdk --strip-components=1
-
   - id: "build-linux-amd64"
     name: golang:1
-    waitFor:
+    waitFor: 
       - "install-dependencies"
-      - "install-zig"
-    env:
+    env: 
       - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=linux'
-      - 'GOARCH=amd64'
-      - 'CC=/zig-tools/zig cc -target x86_64-linux-gnu'
-      - 'CXX=/zig-tools/zig c++ -target x86_64-linux-gnu'
     volumes:
       - name: 'go'
         path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
     script: |
         #!/usr/bin/env bash
-        go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.linux.amd64
+        export VERSION=$(cat ./cmd/version.txt)
+        CGO_ENABLED=0 GOOS=linux GOARCH=amd64 \
+          go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.linux.amd64
 
   - id: "store-linux-amd64"
     name: "gcr.io/cloud-builders/gcloud:latest"
@@ -99,24 +63,18 @@ steps:
 
   - id: "build-linux-amd64-geminicli"
     name: golang:1
-    waitFor:
+    waitFor: 
       - "install-dependencies"
-      - "install-zig"
-    env:
+    env: 
       - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=linux'
-      - 'GOARCH=amd64'
-      - 'CC=/zig-tools/zig cc -target x86_64-linux-gnu'
-      - 'CXX=/zig-tools/zig c++ -target x86_64-linux-gnu'
     volumes:
       - name: 'go'
         path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
     script: |
         #!/usr/bin/env bash
-        go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=geminicli.binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.linux.amd64
+        export VERSION=$(cat ./cmd/version.txt)
+        CGO_ENABLED=0 GOOS=linux GOARCH=amd64 \
+          go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=geminicli.binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.linux.amd64
 
   - id: "store-linux-amd64-geminicli"
     name: "gcr.io/cloud-builders/gcloud:latest"
@@ -129,31 +87,18 @@ steps:
 
   - id: "build-darwin-arm64"
     name: golang:1
-    waitFor:
+    waitFor: 
       - "install-dependencies"
-      - "install-zig"
-      - "install-macos-sdk"
-    env:
+    env: 
       - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=darwin'
-      - 'GOARCH=arm64'
-      - 'SDK_PATH=/macos-sdk/MacOSX14.5.sdk'
-      - 'MACOS_MIN_VER=10.14'
-      - 'CGO_LDFLAGS=-mmacosx-version-min=10.14 --sysroot /macos-sdk/MacOSX14.5.sdk -F/macos-sdk/MacOSX14.5.sdk/System/Library/Frameworks -L/usr/lib'
-      - 'COMMON_FLAGS=-mmacosx-version-min=10.14 -target aarch64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CC=/zig-tools/zig cc -mmacosx-version-min=10.14 -target aarch64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CXX=/zig-tools/zig c++ -mmacosx-version-min=10.14 -target aarch64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
     volumes:
       - name: 'go'
         path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
-      - name: 'macos-sdk'
-        path: '/macos-sdk'
     script: |
         #!/usr/bin/env bash
-         go build -trimpath -buildmode=pie -ldflags "-s -w -X github.com/googleapis/genai-toolbox/cmd.buildType=binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.darwin.arm64
+        export VERSION=$(cat ./cmd/version.txt)
+        CGO_ENABLED=0 GOOS=darwin GOARCH=arm64 \
+          go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.darwin.arm64
 
   - id: "store-darwin-arm64"
     name: "gcr.io/cloud-builders/gcloud:latest"
@@ -162,36 +107,22 @@ steps:
     script: |
         #!/usr/bin/env bash
         export VERSION=v$(cat ./cmd/version.txt)
-        gcloud storage cp toolbox.darwin.arm64 \
-        gs://$_BUCKET_NAME/$VERSION/darwin/arm64/toolbox
+        gcloud storage cp toolbox.darwin.arm64 gs://$_BUCKET_NAME/$VERSION/darwin/arm64/toolbox
 
   - id: "build-darwin-arm64-geminicli"
     name: golang:1
-    waitFor:
+    waitFor: 
       - "install-dependencies"
-      - "install-zig"
-      - "install-macos-sdk"
-    env:
+    env: 
       - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=darwin'
-      - 'GOARCH=arm64'
-      - 'SDK_PATH=/macos-sdk/MacOSX14.5.sdk'
-      - 'MACOS_MIN_VER=10.14'
-      - 'CGO_LDFLAGS=-mmacosx-version-min=10.14 --sysroot /macos-sdk/MacOSX14.5.sdk -F/macos-sdk/MacOSX14.5.sdk/System/Library/Frameworks -L/usr/lib'
-      - 'COMMON_FLAGS=-mmacosx-version-min=10.14 -target aarch64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CC=/zig-tools/zig cc -mmacosx-version-min=10.14 -target aarch64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CXX=/zig-tools/zig c++ -mmacosx-version-min=10.14 -target aarch64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
     volumes:
       - name: 'go'
         path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
-      - name: 'macos-sdk'
-        path: '/macos-sdk'
     script: |
         #!/usr/bin/env bash
-         go build -trimpath -buildmode=pie -ldflags "-s -w -X github.com/googleapis/genai-toolbox/cmd.buildType=geminicli.binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.darwin.arm64
+        export VERSION=$(cat ./cmd/version.txt)
+        CGO_ENABLED=0 GOOS=darwin GOARCH=arm64 \
+          go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=geminicli.binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.darwin.arm64
 
   - id: "store-darwin-arm64-geminicli"
     name: "gcr.io/cloud-builders/gcloud:latest"
@@ -204,31 +135,18 @@ steps:
 
   - id: "build-darwin-amd64"
     name: golang:1
-    waitFor:
+    waitFor: 
       - "install-dependencies"
-      - "install-zig"
-      - "install-macos-sdk"
-    env:
+    env: 
       - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=darwin'
-      - 'GOARCH=amd64'
-      - 'SDK_PATH=/macos-sdk/MacOSX14.5.sdk'
-      - 'MACOS_MIN_VER=10.14'
-      - 'CGO_LDFLAGS=-mmacosx-version-min=10.14 --sysroot /macos-sdk/MacOSX14.5.sdk -F/macos-sdk/MacOSX14.5.sdk/System/Library/Frameworks -L/usr/lib'
-      - 'COMMON_FLAGS=-mmacosx-version-min=10.14 -target x86_64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CC=/zig-tools/zig cc -mmacosx-version-min=10.14 -target x86_64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CXX=/zig-tools/zig c++ -mmacosx-version-min=10.14 -target x86_64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
     volumes:
       - name: 'go'
         path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
-      - name: 'macos-sdk'
-        path: '/macos-sdk'
     script: |
         #!/usr/bin/env bash
-         go build -trimpath -buildmode=pie -ldflags "-s -w -X github.com/googleapis/genai-toolbox/cmd.buildType=binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.darwin.amd64
+        export VERSION=$(cat ./cmd/version.txt)
+        CGO_ENABLED=0 GOOS=darwin GOARCH=amd64 \
+          go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.darwin.amd64
 
   - id: "store-darwin-amd64"
     name: "gcr.io/cloud-builders/gcloud:latest"
@@ -241,31 +159,18 @@ steps:
 
   - id: "build-darwin-amd64-geminicli"
     name: golang:1
-    waitFor:
+    waitFor: 
       - "install-dependencies"
-      - "install-zig"
-      - "install-macos-sdk"
-    env:
+    env: 
       - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=darwin'
-      - 'GOARCH=amd64'
-      - 'SDK_PATH=/macos-sdk/MacOSX14.5.sdk'
-      - 'MACOS_MIN_VER=10.14'
-      - 'CGO_LDFLAGS=-mmacosx-version-min=10.14 --sysroot /macos-sdk/MacOSX14.5.sdk -F/macos-sdk/MacOSX14.5.sdk/System/Library/Frameworks -L/usr/lib'
-      - 'COMMON_FLAGS=-mmacosx-version-min=10.14 -target x86_64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CC=/zig-tools/zig cc -mmacosx-version-min=10.14 -target x86_64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
-      - 'CXX=/zig-tools/zig c++ -mmacosx-version-min=10.14 -target x86_64-macos.11.0.0-none -isysroot /macos-sdk/MacOSX14.5.sdk -iwithsysroot /usr/include -iframeworkwithsysroot /System/Library/Frameworks'
     volumes:
       - name: 'go'
         path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
-      - name: 'macos-sdk'
-        path: '/macos-sdk'
     script: |
         #!/usr/bin/env bash
-         go build -trimpath -buildmode=pie -ldflags "-s -w -X github.com/googleapis/genai-toolbox/cmd.buildType=geminicli.binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.darwin.amd64
+        export VERSION=$(cat ./cmd/version.txt)
+        CGO_ENABLED=0 GOOS=darwin GOARCH=amd64 \
+          go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=geminicli.binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.darwin.amd64
 
   - id: "store-darwin-amd64-geminicli"
     name: "gcr.io/cloud-builders/gcloud:latest"
@@ -274,29 +179,22 @@ steps:
     script: |
         #!/usr/bin/env bash
         export VERSION=v$(cat ./cmd/version.txt)
-        gcloud storage cp toolbox.geminicli.darwin.amd64 \
-        gs://$_BUCKET_NAME/geminicli/$VERSION/darwin/amd64/toolbox
+        gcloud storage cp toolbox.geminicli.darwin.amd64 gs://$_BUCKET_NAME/geminicli/$VERSION/darwin/amd64/toolbox
 
   - id: "build-windows-amd64"
     name: golang:1
-    waitFor:
+    waitFor: 
       - "install-dependencies"
-      - "install-zig"
-    env:
+    env: 
       - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=windows'
-      - 'GOARCH=amd64'
-      - 'CC=/zig-tools/zig cc -target x86_64-windows-gnu'
-      - 'CXX=/zig-tools/zig c++ -target x86_64-windows-gnu'
     volumes:
       - name: 'go'
         path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
     script: |
         #!/usr/bin/env bash
-        go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.windows.amd64
+        export VERSION=$(cat ./cmd/version.txt)
+        CGO_ENABLED=0 GOOS=windows GOARCH=amd64 \
+          go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.windows.amd64
 
   - id: "store-windows-amd64"
     name: "gcr.io/cloud-builders/gcloud:latest"
@@ -309,26 +207,18 @@ steps:
 
   - id: "build-windows-amd64-geminicli"
     name: golang:1
-    waitFor:
+    waitFor: 
       - "install-dependencies"
-      - "install-zig"
-    env:
+    env: 
       - 'GOPATH=/gopath'
-      - 'CGO_ENABLED=1'
-      - 'GOOS=windows'
-      - 'GOARCH=amd64'
-      - 'CC=/zig-tools/zig cc -target x86_64-windows-gnu'
-      - 'CXX=/zig-tools/zig c++ -target x86_64-windows-gnu'
     volumes:
       - name: 'go'
         path: '/gopath'
-      - name: 'zig'
-        path: '/zig-tools'
-      - name: 'macos-sdk'
-        path: '/macos-sdk'
     script: |
         #!/usr/bin/env bash
-        go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=geminicli.binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.windows.amd64
+        export VERSION=$(cat ./cmd/version.txt)
+        CGO_ENABLED=0 GOOS=windows GOARCH=amd64 \
+          go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=geminicli.binary -X github.com/googleapis/genai-toolbox/cmd.commitSha=$(git rev-parse --short HEAD)" -o toolbox.geminicli.windows.amd64
 
   - id: "store-windows-amd64-geminicli"
     name: "gcr.io/cloud-builders/gcloud:latest"
@@ -343,9 +233,7 @@ options:
   automapSubstitutions: true
   dynamicSubstitutions: true
   logging: CLOUD_LOGGING_ONLY # Necessary for custom service account
-  pool:
-    name: projects/$PROJECT_ID/locations/us-central1/workerPools/run-release # to increase resource for running releases
-
+  machineType: 'E2_HIGHCPU_32'
 
 substitutions:
   _REGION: us-central1
@@ -353,4 +241,4 @@ substitutions:
   _AR_REPO_NAME: toolbox
   _BUCKET_NAME: genai-toolbox
   _DOCKER_URI: ${_AR_HOSTNAME}/${PROJECT_ID}/${_AR_REPO_NAME}/toolbox
-  _PUSH_LATEST: "false" # Substituted in trigger
+  _PUSH_LATEST: "true"

.gemini/config.yaml

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

.github/CODEOWNERS

@@ -4,14 +4,3 @@
 # https://help.github.com/en/github/creating-cloning-and-archiving-repositories/about-code-owners#codeowners-syntax
 
 *   @googleapis/senseai-eco
-# Code & Tests
-**/alloydb*/ @googleapis/toolbox-alloydb
-**/bigquery/ @googleapis/toolbox-bigquery
-**/bigtable/ @googleapis/toolbox-bigtable
-**/cloudsqlmssql/ @googleapis/toolbox-cloud-sql-mssql
-**/cloudsqlmysql/ @googleapis/toolbox-cloud-sql-mysql
-**/cloudsqlpg/ @googleapis/toolbox-cloud-sql-postgres
-**/dataplex/ @googleapis/toolbox-dataplex
-**/firestore/ @googleapis/toolbox-firestore
-**/looker/ @googleapis/toolbox-looker
-**/spanner/ @googleapis/toolbox-spanner

.github/PULL_REQUEST_TEMPLATE.md

@@ -1,10 +1,12 @@
 ## Description
 
+---
 > Should include a concise description of the changes (bug or feature), it's
 > impact, along with a summary of the solution
 
 ## PR Checklist
 
+---
 > Thank you for opening a Pull Request! Before submitting your PR, there are a
 > few things you can do to make sure it goes smoothly:
 
@@ -12,7 +14,7 @@
   [CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
 - [ ] Make sure to open an issue as a
   [bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
-  before writing your code! That way we can discuss the change, evaluate
+  before writing your code!  That way we can discuss the change, evaluate
   designs, and agree on the general idea
 - [ ] Ensure the tests and linter pass
 - [ ] Code coverage does not decrease (if any source code was changed)

.github/blunderbuss.yml

@@ -15,92 +15,22 @@
 assign_issues:
   - Yuan325
   - duwenxin99
+  - averikitsch
   - anubhav756
-  - twishabansal
   - dishaprakash
+  - twishabansal
 assign_issues_by:
-  - labels:
-    - 'product: alloydb'
-    to:
-    - 'googleapis/toolbox-alloydb'
   - labels:
     - 'product: bigquery'
     to:
-    - 'googleapis/toolbox-bigquery'
-  - labels:
-    - 'product: bigtable'
-    to:
-    - 'googleapis/toolbox-bigtable'
-  - labels:
-    - 'product: mssql'
-    to:
-    - 'googleapis/toolbox-cloud-sql-mssql'
-  - labels:
-    - 'product: mysql'
-    to:
-    - 'googleapis/toolbox-cloud-sql-mysql'
-  - labels:
-    - 'product: postgres'
-    to:
-    - 'googleapis/toolbox-cloud-sql-postgres'
-  - labels:
-    - 'product: dataplex'
-    to:
-    - 'googleapis/toolbox-dataplex'
-  - labels:
-    - 'product: firestore'
-    to:
-    - 'googleapis/toolbox-firestore'
+    - Genesis929
+    - shobsi
+    - jiaxunwu
   - labels:
     - 'product: looker'
     to:
-    - 'googleapis/toolbox-looker'
-  - labels:
-    - 'product: spanner'
-    to:
-    - 'googleapis/toolbox-spanner'
+    - drstrangelooker
 assign_prs:
   - Yuan325
   - duwenxin99
-assign_prs_by:
-  - labels:
-    - 'product: alloydb'
-    to:
-    - 'googleapis/toolbox-alloydb'
-  - labels:
-    - 'product: bigquery'
-    to:
-    - 'googleapis/toolbox-bigquery'
-  - labels:
-    - 'product: bigtable'
-    to:
-    - 'googleapis/toolbox-bigtable'
-  - labels:
-    - 'product: mssql'
-    to:
-    - 'googleapis/toolbox-cloud-sql-mssql'
-  - labels:
-    - 'product: mysql'
-    to:
-    - 'googleapis/toolbox-cloud-sql-mysql'
-  - labels:
-    - 'product: postgres'
-    to:
-    - 'googleapis/toolbox-cloud-sql-postgres'
-  - labels:
-    - 'product: dataplex'
-    to:
-    - 'googleapis/toolbox-dataplex'
-  - labels:
-    - 'product: firestore'
-    to:
-    - 'googleapis/toolbox-firestore'
-  - labels:
-    - 'product: looker'
-    to:
-    - 'googleapis/toolbox-looker'
-  - labels:
-    - 'product: spanner'
-    to:
-    - 'googleapis/toolbox-spanner'
-
+  - averikitsch

.github/labels.yaml

@@ -93,90 +93,10 @@
   description: 'Use label to signal PR should be included in the next release.'
 
 # Product Labels
-- name: 'product: alloydb'
-  color: 5065c7
-  description: 'AlloyDB'
 - name: 'product: bigquery'
   color: 5065c7
-  description: 'BigQuery'
-- name: 'product: bigtable'
-  color: 5065c7
-  description: 'Bigtable'
-- name: 'product: cassandra'
-  color: 5065c7
-  description: 'Cassandra'
-- name: 'product: clickhouse'
-  color: 5065c7
-  description: 'ClickHouse'
-- name: 'product: mssql'
-  color: 5065c7
-  description: 'SQL Server'
-- name: 'product: mysql'
-  color: 5065c7
-  description: 'MySQL'
-- name: 'product: postgres'
-  color: 5065c7
-  description: 'PostgreSQL'
-- name: 'product: couchbase'
-  color: 5065c7
-  description: 'Couchbase'
-- name: 'product: dataplex'
-  color: 5065c7
-  description: 'Dataplex'
-- name: 'product: dgraph'
-  color: 5065c7
-  description: 'Dgraph'
-- name: 'product: elasticsearch'
-  color: 5065c7
-  description: 'Elasticsearch'
-- name: 'product: firebird'
-  color: 5065c7
-  description: 'Firebird'
-- name: 'product: firestore'
-  color: 5065c7
-  description: 'Firestore'
+  description: 'Product: Assigned to the BigQuery team.'
+# Product Labels
 - name: 'product: looker'
   color: 5065c7
-  description: 'Looker'
-- name: 'product: mindsdb'
-  color: 5065c7
-  description: 'MindsDB'
-- name: 'product: mongodb'
-  color: 5065c7
-  description: 'MongoDB'
-- name: 'product: neo4j'
-  color: 5065c7
-  description: 'Neo4j'
-- name: 'product: oceanbase'
-  color: 5065c7
-  description: 'OceanBase'
-- name: 'product: oracle'
-  color: 5065c7
-  description: 'Oracle'
-- name: 'product: redis'
-  color: 5065c7
-  description: 'Redis'
-- name: 'product: serverlessspark'
-  color: 5065c7
-  description: 'Serverless Spark'
-- name: 'product: singlestore'
-  color: 5065c7
-  description: 'SingleStore'
-- name: 'product: spanner'
-  color: 5065c7
-  description: 'Spanner'
-- name: 'product: sqlite'
-  color: 5065c7
-  description: 'SQLite'
-- name: 'product: tidb'
-  color: 5065c7
-  description: 'TiDB'
-- name: 'product: trino'
-  color: 5065c7
-  description: 'Trino'
-- name: 'product: valkey'
-  color: 5065c7
-  description: 'Valkey'
-- name: 'product: yugabytedb'
-  color: 5065c7
-  description: 'YugabyteDB'
+  description: 'Product: Assigned to the Looker team.'

.github/release-please.yml

@@ -37,15 +37,4 @@ extraFiles: [
     "docs/en/how-to/connect-ide/postgres_mcp.md",
     "docs/en/how-to/connect-ide/neo4j_mcp.md",
     "docs/en/how-to/connect-ide/sqlite_mcp.md",
-    "gemini-extension.json",
-    {
-        "type": "json",
-        "path": "server.json",
-        "jsonpath": "$.version"
-    },
-    {
-        "type": "json",
-        "path": "server.json",
-        "jsonpath": "$.packages[0].identifier"
-    },
 ]

.github/trusted-contribution.yml

@@ -1,27 +0,0 @@
-# Copyright 2025 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#      http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-# Trigger presubmit tests for trusted contributors
-# https://github.com/googleapis/repo-automation-bots/tree/main/packages/trusted-contribution
-# Install: https://github.com/apps/trusted-contributions-gcf
-
-trustedContributors:
-  - "dependabot[bot]"
-  - "renovate-bot"
-annotations:
-  # Trigger Cloud Build tests
-  - type: comment
-    text: "/gcbrun"
-  - type: label
-    text: "tests: run"

.github/workflows/cloud_build_failure_reporter.yml

@@ -37,7 +37,7 @@ jobs:
     runs-on: 'ubuntu-latest'
 
     steps:
-      - uses: 'actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd' # v8
+      - uses: 'actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b' # v7
         with:
           script: |-
                   // parse test names

.github/workflows/deploy_previous_version_docs.yaml

@@ -1,104 +0,0 @@
-# Copyright 2025 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#      http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-name: "Deploy Previous Version Docs"
-
-on:
-  workflow_dispatch:
-    inputs:
-      version_tag:
-        description: 'The old version tag to build docs for (e.g., v0.15.0)'
-        required: true
-        type: string
-
-jobs:
-  build_and_deploy:
-    runs-on: ubuntu-latest
-    permissions:
-      contents: write
-
-    steps:
-      - name: Checkout main branch (for latest templates and theme)
-        uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
-        with:
-          ref: 'main'
-          submodules: 'recursive'
-          fetch-depth: 0
-
-      - name: Checkout old content from tag into a temporary directory
-        uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
-        with:
-          ref: ${{ github.event.inputs.version_tag }}
-          path: 'old_version_source' # Checkout into a temp subdir
-          # Sparse checkout to only get the content directory
-          sparse-checkout: |
-            docs
-
-      - name: Replace content with old version
-        run: |
-          # Remove the current content directory from the main branch checkout
-          rm -rf docs/
-          # Move the old content directory into place
-          mv ./old_version_source/docs docs
-
-      - name: Setup Hugo and Node
-        uses: peaceiris/actions-hugo@75d2e84710de30f6ff7268e08f310b60ef14033f # v3
-        with:
-          hugo-version: "0.145.0"
-          extended: true
-      - uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
-        with:
-          node-version: "22"
-
-      - name: Install Dependencies
-        run: npm ci
-        working-directory: .hugo
-
-      - name: Build Hugo Site for Archived Version
-        run: hugo --minify
-        working-directory: .hugo
-        env:
-          HUGO_BASEURL: https://${{ github.repository_owner }}.github.io/${{ github.event.repository.name }}/${{ github.event.inputs.version_tag }}/
-          HUGO_RELATIVEURLS: false
-
-      - name: Deploy to gh-pages
-        uses: peaceiris/actions-gh-pages@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # v4
-        with:
-          github_token: ${{ secrets.GITHUB_TOKEN }}
-          publish_dir: .hugo/public
-          publish_branch: versioned-gh-pages
-          destination_dir: ./${{ github.event.inputs.version_tag }}
-          keep_files: true
-          allow_empty_commit: true
-          commit_message: "docs(backport): deploy docs for ${{ github.event.inputs.version_tag }}"
-
-      - name: Clean Build Directory
-        run: rm -rf .hugo/public
-
-      - name: Build Hugo Site
-        run: hugo --minify
-        working-directory: .hugo
-        env:
-          HUGO_BASEURL: https://${{ github.repository_owner }}.github.io/${{ github.event.repository.name }}/
-          HUGO_RELATIVEURLS: false
-
-      - name: Deploy to root
-        uses: peaceiris/actions-gh-pages@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # v4
-        with:
-          github_token: ${{ secrets.GITHUB_TOKEN }}
-          publish_dir: .hugo/public
-          publish_branch: versioned-gh-pages
-          keep_files: true
-          allow_empty_commit: true
-          commit_message: "deploy: docs to root for ${{ github.event.inputs.version_tag }}"

.github/workflows/deploy_versioned_docs.yaml

@@ -1,90 +0,0 @@
-# Copyright 2025 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-name: "Deploy Versioned Docs"
-
-permissions:
-  contents: write
-
-on:
-  release:
-    types: [published]
-
-jobs:
-  deploy:
-    runs-on: ubuntu-24.04
-    # This shared concurrency group ensures only one docs deployment runs at a time.
-    concurrency:
-      group: docs-deployment
-      cancel-in-progress: false
-    steps:
-      - name: Checkout Code at Tag
-        uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
-        with:
-          ref: ${{ github.event.release.tag_name }}
-
-      - name: Get Version from Release Tag
-        run: echo "VERSION=${{ github.event.release.tag_name }}" >> $GITHUB_ENV
-
-      - name: Setup Hugo
-        uses: peaceiris/actions-hugo@75d2e84710de30f6ff7268e08f310b60ef14033f # v3
-        with:
-          hugo-version: "0.145.0"
-          extended: true
-
-      - name: Setup Node
-        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
-        with:
-          node-version: "22"
-
-      - name: Install Dependencies
-        run: npm ci
-        working-directory: .hugo
-
-      - name: Build Hugo Site
-        run: hugo --minify
-        working-directory: .hugo
-        env:
-          HUGO_BASEURL: https://${{ github.repository_owner }}.github.io/${{ github.event.repository.name }}/${{ env.VERSION }}/
-          HUGO_RELATIVEURLS: false
-
-      - name: Deploy
-        uses: peaceiris/actions-gh-pages@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # v4
-        with:
-          github_token: ${{ secrets.GITHUB_TOKEN }}
-          publish_dir: .hugo/public
-          publish_branch: versioned-gh-pages
-          destination_dir: ./${{ env.VERSION }}
-          keep_files: true
-          commit_message: "deploy: docs for ${{ env.VERSION }}"
-
-      - name: Clean Build Directory
-        run: rm -rf .hugo/public
-
-      - name: Build Hugo Site
-        run: hugo --minify
-        working-directory: .hugo
-        env:
-          HUGO_BASEURL: https://${{ github.repository_owner }}.github.io/${{ github.event.repository.name }}/
-          HUGO_RELATIVEURLS: false
-
-      - name: Deploy to root
-        uses: peaceiris/actions-gh-pages@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # v4
-        with:
-          github_token: ${{ secrets.GITHUB_TOKEN }}
-          publish_dir: .hugo/public
-          publish_branch: versioned-gh-pages
-          keep_files: true
-          allow_empty_commit: true
-          commit_message: "deploy: docs to root for ${{ env.VERSION }}"

.github/workflows/docs_deploy.yaml

@@ -4,7 +4,7 @@
 # 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
+#      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,
@@ -12,7 +12,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-name: "Deploy In-development docs"
+name: "docs"
 
 permissions:
   contents: write
@@ -35,12 +35,11 @@ jobs:
     defaults:
       run:
         working-directory: .hugo
-    # This shared concurrency group ensures only one docs deployment runs at a time.
     concurrency:
-      group: docs-deployment
-      cancel-in-progress: false
+      group: ${{ github.workflow }}-${{ github.ref }}
+      cancel-in-progress: true
     steps:
-      - uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
+      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
         with:
           fetch-depth: 0 # Fetch all history for .GitInfo and .Lastmod
 
@@ -51,12 +50,12 @@ jobs:
           extended: true
 
       - name: Setup Node
-        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
+        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
         with:
           node-version: "22"
 
       - name: Cache dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
+        uses: actions/cache@0400d5f644dc74513175e3cd8d07132dd4860809 # v4
         with:
           path: ~/.npm
           key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
@@ -66,20 +65,15 @@ jobs:
       - run: npm ci
       - run: hugo --minify
         env:
-          HUGO_BASEURL: https://${{ github.repository_owner }}.github.io/${{ github.event.repository.name }}/dev
+          HUGO_BASEURL: https://${{ github.repository_owner }}.github.io/${{ github.event.repository.name }}/
           HUGO_RELATIVEURLS: false
 
-      - name: Create Staging Directory
-        run: |
-          mkdir staging
-          mv public staging/dev
-          mv staging/dev/releases.releases staging/releases.releases
-
       - name: Deploy
         uses: peaceiris/actions-gh-pages@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # v4
         with:
           github_token: ${{ secrets.GITHUB_TOKEN }}
-          publish_dir: ./.hugo/staging
-          publish_branch: versioned-gh-pages
+          publish_dir: .hugo/public
+          # Do not delete previews on each production deploy.
+          # CSS or JS changes will require manual clean-up.
           keep_files: true
           commit_message: "deploy: ${{ github.event.head_commit.message }}"

.github/workflows/docs_preview_clean.yaml

@@ -34,9 +34,9 @@ jobs:
       group: "preview-${{ github.event.number }}"
       cancel-in-progress: true
     steps:
-      - uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
+      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
         with:
-          ref: versioned-gh-pages
+          ref: gh-pages
 
       - name: Remove Preview
         run: |
@@ -48,7 +48,7 @@ jobs:
           git push
 
       - name: Comment
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7
         with:
           script: |
             github.rest.issues.createComment({
@@ -56,4 +56,4 @@ jobs:
               owner: context.repo.owner,
               repo: context.repo.repo,
               body: "🧨 Preview deployments removed."
-            })
+            })

.github/workflows/docs_preview_deploy.yaml

@@ -49,7 +49,7 @@ jobs:
       group: "preview-${{ github.event.number }}"
       cancel-in-progress: true
     steps:
-      - uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
+      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
         with:
           # Checkout the PR's HEAD commit (supports forks).
           ref: ${{ github.event.pull_request.head.sha }}
@@ -62,12 +62,12 @@ jobs:
           extended: true
 
       - name: Setup Node
-        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
+        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
         with:
           node-version: "22"
 
       - name: Cache dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
+        uses: actions/cache@0400d5f644dc74513175e3cd8d07132dd4860809 # v4
         with:
           path: ~/.npm
           key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
@@ -86,12 +86,11 @@ jobs:
         with:
           github_token: ${{ secrets.GITHUB_TOKEN }}
           publish_dir: .hugo/public
-          publish_branch: versioned-gh-pages
           destination_dir: ./previews/PR-${{ github.event.number }}
           commit_message: "stage: PR-${{ github.event.number }}: ${{ github.event.head_commit.message }}"
 
       - name: Comment
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8
+        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7
         with:
           script: |
             github.rest.issues.createComment({

.github/workflows/lint.yaml

@@ -36,7 +36,7 @@ jobs:
     steps:
       - name: Remove PR Label
         if: "${{ github.event.action == 'labeled' && github.event.label.name == 'tests: run' }}"
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
+        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7.1.0
         with:
           github-token: ${{ secrets.GITHUB_TOKEN }}
           script: |
@@ -51,11 +51,11 @@ jobs:
               console.log('Failed to remove label. Another job may have already removed it!');
             }
       - name: Setup Go
-        uses: actions/setup-go@4dc6199c7b1a012772edbd06daecab0f50c9053c # v6.1.0
+        uses: actions/setup-go@d35c59abb061a4a6fb18e82ac0862c26744d6ab5 # v5.5.0
         with:
-          go-version: "1.25"
+          go-version: "1.22"
       - name: Checkout code
-        uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5.0.1
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
         with:
           ref: ${{ github.event.pull_request.head.sha }}
           repository: ${{ github.event.pull_request.head.repo.full_name }}
@@ -69,4 +69,4 @@ jobs:
         uses: golangci/golangci-lint-action@4afd733a84b1f43292c63897423277bb7f4313a9 # v8.0.0
         with:
           version: latest
-          args: --timeout 10m
+          args: --timeout 3m

.github/workflows/publish-mcp.yml

@@ -1,73 +0,0 @@
-# Copyright 2025 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-name: Publish to MCP Registry
-
-on:
-  push:
-    tags: ["v*"]  # Triggers on version tags like v1.0.0
-  # allow manual triggering with no inputs required
-  workflow_dispatch:
-
-jobs:
-  publish:
-    runs-on: ubuntu-latest
-    permissions:
-      id-token: write  # Required for OIDC authentication
-      contents: read
-
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
-
-      - name: Wait for image in Artifact Registry
-        shell: bash
-        run: |
-          MAX_ATTEMPTS=10
-          VERSION=$(jq -r '.version' server.json)
-          REGISTRY_URL="https://us-central1-docker.pkg.dev/v2/database-toolbox/toolbox/toolbox/manifests/${VERSION}"
-
-          # initially sleep time to wait for the version release
-          sleep 3m
-
-          for i in $(seq 1 ${MAX_ATTEMPTS}); do
-            echo "Attempt $i: Checking for image ${REGISTRY_URL}..."
-            # Use curl to check the manifest header
-            # Using -I to fetch headers only, -s silent, -f fail fast on errors.
-            curl -Isf "${REGISTRY_URL}" > /dev/null
-
-            if [ $? -eq 0 ]; then
-              echo "✅ Image found! Continuing to next steps."
-              exit 0
-            else
-              echo "❌ Image not found (likely 404 error) on attempt $i."
-              if [ $i -lt ${MAX_ATTEMPTS} ]; then
-                echo "Sleeping for 5 minutes before next attempt..."
-                sleep 2m
-              else
-                echo "Maximum attempts reached. Image not found."
-                exit 1
-              fi
-            fi
-          done
-
-      - name: Install MCP Publisher
-        run: |
-          curl -L "https://github.com/modelcontextprotocol/registry/releases/latest/download/mcp-publisher_$(uname -s | tr '[:upper:]' '[:lower:]')_$(uname -m | sed 's/x86_64/amd64/;s/aarch64/arm64/').tar.gz" | tar xz mcp-publisher
-
-      - name: Login to MCP Registry
-        run: ./mcp-publisher login github-oidc
-
-      - name: Publish to MCP Registry
-        run: ./mcp-publisher publish

.github/workflows/sync-labels.yaml

@@ -29,7 +29,7 @@ jobs:
       issues: 'write'
       pull-requests: 'write'
     steps:
-      - uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5.0.1
+      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
       - uses: micnncim/action-label-syncer@3abd5ab72fda571e69fffd97bd4e0033dd5f495c # v1.3.0
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/tests.yaml

@@ -41,7 +41,7 @@ jobs:
     steps:
       - name: Remove PR label
         if: "${{ github.event.action == 'labeled' && github.event.label.name == 'tests: run' }}"
-        uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
+        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7.1.0
         with:
           github-token: ${{ secrets.GITHUB_TOKEN }}
           script: |
@@ -57,12 +57,12 @@ jobs:
             }
 
       - name: Setup Go
-        uses: actions/setup-go@4dc6199c7b1a012772edbd06daecab0f50c9053c # v6.1.0
+        uses: actions/setup-go@d35c59abb061a4a6fb18e82ac0862c26744d6ab5 # v5.5.0
         with:
-          go-version: "1.24"
+          go-version: "1.22"
 
       - name: Checkout code
-        uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5.0.1
+        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5.0.0
         with:
           ref: ${{ github.event.pull_request.head.sha }}
           repository: ${{ github.event.pull_request.head.repo.full_name }}
@@ -81,12 +81,11 @@ jobs:
         run: |
           source_dir="./internal/sources/*"
           tool_dir="./internal/tools/*"
-          prompt_dir="./internal/prompts/*"
           auth_dir="./internal/auth/*"
           int_test_dir="./tests/*"
-          included_packages=$(go list ./... | grep -v -e "$source_dir" -e "$tool_dir"  -e "$prompt_dir" -e "$auth_dir" -e "$int_test_dir")
+          included_packages=$(go list ./... | grep -v -e "$source_dir" -e "$tool_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/prompts/... ./internal/auth/...
+          go test -race -v ./internal/sources/... ./internal/tools/... ./internal/auth/...
 
       - name: Run tests without coverage
         if: ${{ runner.os != 'Linux' }}

.golangci.yaml

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

.hugo/assets/scss/_styles_project.scss

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

.hugo/hugo.toml

@@ -1,5 +1,5 @@
 title = 'MCP Toolbox for Databases'
-relativeURLs = false
+relativeURLs = true
 
 languageCode = 'en-us'
 defaultContentLanguage = "en"
@@ -36,7 +36,6 @@ ignoreFiles = ["quickstart/shared", "quickstart/python", "quickstart/js", "quick
   github_project_repo = "https://github.com/googleapis/genai-toolbox"
   github_subdir = "docs"
   offlineSearch = true
-  version_menu = "Releases"
   [params.ui]
     ul_show = 100
     showLightDarkModeMenu = true
@@ -44,74 +43,6 @@ ignoreFiles = ["quickstart/shared", "quickstart/python", "quickstart/js", "quick
     sidebar_menu_foldable = true
     sidebar_menu_compact = false
 
-[[params.versions]]
-  version = "Dev"
-  url = "https://googleapis.github.io/genai-toolbox/dev/"
-
-# Add a new version block here before every release
-# The order of versions in this file is mirrored into the dropdown
-
-[[params.versions]]
-  version = "v0.22.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.22.0/"
-
-[[params.versions]]
-  version = "v0.21.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.21.0/"
-  
-[[params.versions]]
-  version = "v0.20.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.20.0/"
-  
-[[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/"
-  
-[[params.versions]]
-  version = "v0.17.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.17.0/"
-  
-[[params.versions]]
-  version = "v0.16.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.16.0/"
-
-[[params.versions]]
-  version = "v0.15.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.15.0/"
-
-[[params.versions]]
-  version = "v0.14.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.14.0/"
-
-[[params.versions]]
-  version = "v0.13.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.13.0/"
-
-[[params.versions]]
-  version = "v0.12.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.12.0/"
-
-[[params.versions]]
-  version = "v0.11.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.11.0/"
-
-[[params.versions]]
-  version = "v0.10.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.10.0/"
-
-[[params.versions]]
-  version = "v0.9.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.9.0/"
-
-[[params.versions]]
-  version = "v0.8.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.8.0/"
-
-
 [[menu.main]]
   name = "GitHub"
   weight = 50
@@ -136,13 +67,6 @@ ignoreFiles = ["quickstart/shared", "quickstart/python", "quickstart/js", "quick
     baseName = "llms-full"
     isPlainText = true
     root = true
-  [outputFormats.releases]
-    baseName = 'releases'
-    isPlainText = true
-    mediaType = 'text/releases'
-
-[mediaTypes."text/releases"]
-  suffixes = ["releases"]
 
 [outputs]
-  home = ["HTML", "RSS", "LLMS", "LLMS-FULL", "releases"]
+  home = ["HTML", "RSS", "LLMS", "LLMS-FULL"]

.hugo/layouts/_default/home.releases.releases

@@ -1,9 +0,0 @@
-{{ if .Site.Params.versions -}}
-  {{ $path := "" -}}
-  {{ if .Site.Params.version_menu_pagelinks -}}
-    {{ $path = .Page.RelPermalink -}}
-  {{ end -}}
-  {{ range .Site.Params.versions -}}
-  <a class="dropdown-item" href="{{ .url }}{{ $path }}">{{ .version }}</a>
-  {{ end -}}
-{{ end -}}

.hugo/layouts/partials/hooks/head-end.html

@@ -1 +0,0 @@
-<script src='{{ .Site.BaseURL }}js/w3.js' type="application/x-javascript"></script>

.hugo/layouts/partials/navbar-version-selector.html

@@ -1,12 +0,0 @@
-{{ if .Site.Params.versions -}}
-<a class="nav-link dropdown-toggle" href="#" id="navbarDropdown" role="button" data-bs-toggle="dropdown" aria-expanded="false">
-   {{ .Site.Params.version_menu }}
-</a>
-<div class="dropdown-menu" aria-labelledby="navbarDropdown">
-   <div w3-include-html="/genai-toolbox/releases.releases" w3-include-html-default='<a class="dropdown-item" href="/genai-toolbox/dev/">Dev</a>'></div>
-   <script>
-     // This must run after the w3.js script has loaded.
-     w3.includeHTML();
-   </script>
-</div>
-{{ end -}}

.hugo/package-lock.json

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

.hugo/static/js/w3.js

@@ -1,405 +0,0 @@
-/* W3.JS 1.04 April 2019 by w3schools.com */
-"use strict";
-var w3 = {};
-w3.hide = function (sel) {
-  w3.hideElements(w3.getElements(sel));
-};
-w3.hideElements = function (elements) {
-  var i, l = elements.length;
-  for (i = 0; i < l; i++) {
-    w3.hideElement(elements[i]);
-  }
-};
-w3.hideElement = function (element) {
-  w3.styleElement(element, "display", "none");
-};
-w3.show = function (sel, a) {
-  var elements = w3.getElements(sel);
-  if (a) {w3.hideElements(elements);}
-  w3.showElements(elements);
-};
-w3.showElements = function (elements) {
-  var i, l = elements.length;
-  for (i = 0; i < l; i++) {
-    w3.showElement(elements[i]);
-  }
-};
-w3.showElement = function (element) {
-  w3.styleElement(element, "display", "block");
-};
-w3.addStyle = function (sel, prop, val) {
-  w3.styleElements(w3.getElements(sel), prop, val);
-};
-w3.styleElements = function (elements, prop, val) {
-  var i, l = elements.length;
-  for (i = 0; i < l; i++) {
-    w3.styleElement(elements[i], prop, val);
-  }
-};
-w3.styleElement = function (element, prop, val) {
-  element.style.setProperty(prop, val);
-};
-w3.toggleShow = function (sel) {
-  var i, x = w3.getElements(sel), l = x.length;
-  for (i = 0; i < l; i++) {
-    if (x[i].style.display == "none") {
-      w3.styleElement(x[i], "display", "block");
-    } else {
-      w3.styleElement(x[i], "display", "none");
-    }
-  }
-};
-w3.addClass = function (sel, name) {
-  w3.addClassElements(w3.getElements(sel), name);
-};
-w3.addClassElements = function (elements, name) {
-  var i, l = elements.length;
-  for (i = 0; i < l; i++) {
-    w3.addClassElement(elements[i], name);
-  }
-};
-w3.addClassElement = function (element, name) {
-  var i, arr1, arr2;
-  arr1 = element.className.split(" ");
-  arr2 = name.split(" ");
-  for (i = 0; i < arr2.length; i++) {
-    if (arr1.indexOf(arr2[i]) == -1) {element.className += " " + arr2[i];}
-  }
-};
-w3.removeClass = function (sel, name) {
-  w3.removeClassElements(w3.getElements(sel), name);
-};
-w3.removeClassElements = function (elements, name) {
-  var i, l = elements.length, arr1, arr2, j;
-  for (i = 0; i < l; i++) {
-    w3.removeClassElement(elements[i], name);
-  }
-};
-w3.removeClassElement = function (element, name) {
-  var i, arr1, arr2;
-  arr1 = element.className.split(" ");
-  arr2 = name.split(" ");
-  for (i = 0; i < arr2.length; i++) {
-    while (arr1.indexOf(arr2[i]) > -1) {
-      arr1.splice(arr1.indexOf(arr2[i]), 1);
-    }
-  }
-  element.className = arr1.join(" ");
-};
-w3.toggleClass = function (sel, c1, c2) {
-  w3.toggleClassElements(w3.getElements(sel), c1, c2);
-};
-w3.toggleClassElements = function (elements, c1, c2) {
-  var i, l = elements.length;
-  for (i = 0; i < l; i++) {
-    w3.toggleClassElement(elements[i], c1, c2);
-  }
-};
-w3.toggleClassElement = function (element, c1, c2) {
-  var t1, t2, t1Arr, t2Arr, j, arr, allPresent;
-  t1 = (c1 || "");
-  t2 = (c2 || "");
-  t1Arr = t1.split(" ");
-  t2Arr = t2.split(" ");
-  arr = element.className.split(" ");
-  if (t2Arr.length == 0) {
-    allPresent = true;
-    for (j = 0; j < t1Arr.length; j++) {
-      if (arr.indexOf(t1Arr[j]) == -1) {allPresent = false;}
-    }
-    if (allPresent) {
-      w3.removeClassElement(element, t1);
-    } else {
-      w3.addClassElement(element, t1);
-    }
-  } else {
-    allPresent = true;
-    for (j = 0; j < t1Arr.length; j++) {
-      if (arr.indexOf(t1Arr[j]) == -1) {allPresent = false;}
-    }
-    if (allPresent) {
-      w3.removeClassElement(element, t1);
-      w3.addClassElement(element, t2);
-    } else {
-      w3.removeClassElement(element, t2);
-      w3.addClassElement(element, t1);
-    }
-  }
-};
-w3.getElements = function (id) {
-  if (typeof id == "object") {
-    return [id];
-  } else {
-    return document.querySelectorAll(id);
-  }
-};
-w3.filterHTML = function(id, sel, filter) {
-  var a, b, c, i, ii, iii, hit;
-  a = w3.getElements(id);
-  for (i = 0; i < a.length; i++) {
-    b = a[i].querySelectorAll(sel);
-    for (ii = 0; ii < b.length; ii++) {
-      hit = 0;
-      if (b[ii].innerText.toUpperCase().indexOf(filter.toUpperCase()) > -1) {
-        hit = 1;
-      }
-      c = b[ii].getElementsByTagName("*");
-      for (iii = 0; iii < c.length; iii++) {
-        if (c[iii].innerText.toUpperCase().indexOf(filter.toUpperCase()) > -1) {
-          hit = 1;
-        }
-      }
-      if (hit == 1) {
-        b[ii].style.display = "";
-      } else {
-        b[ii].style.display = "none";
-      }
-    }
-  }
-};
-w3.sortHTML = function(id, sel, sortvalue) {
-  var a, b, i, ii, y, bytt, v1, v2, cc, j;
-  a = w3.getElements(id);
-  for (i = 0; i < a.length; i++) {
-    for (j = 0; j < 2; j++) {
-      cc = 0;
-      y = 1;
-      while (y == 1) {
-        y = 0;
-        b = a[i].querySelectorAll(sel);
-        for (ii = 0; ii < (b.length - 1); ii++) {
-          bytt = 0;
-          if (sortvalue) {
-            v1 = b[ii].querySelector(sortvalue).innerText;
-            v2 = b[ii + 1].querySelector(sortvalue).innerText;
-          } else {
-            v1 = b[ii].innerText;
-            v2 = b[ii + 1].innerText;
-          }
-          v1 = v1.toLowerCase();
-          v2 = v2.toLowerCase();
-          if ((j == 0 && (v1 > v2)) || (j == 1 && (v1 < v2))) {
-            bytt = 1;
-            break;
-          }
-        }
-        if (bytt == 1) {
-          b[ii].parentNode.insertBefore(b[ii + 1], b[ii]);
-          y = 1;
-          cc++;
-        }
-      }
-      if (cc > 0) {break;}
-    }
-  }
-};
-w3.slideshow = function (sel, ms, func) {
-  var i, ss, x = w3.getElements(sel), l = x.length;
-  ss = {};
-  ss.current = 1;
-  ss.x = x;
-  ss.ondisplaychange = func;
-  if (!isNaN(ms) || ms == 0) {
-    ss.milliseconds = ms;
-  } else {
-    ss.milliseconds = 1000;
-  }
-  ss.start = function() {
-    ss.display(ss.current)
-    if (ss.ondisplaychange) {ss.ondisplaychange();}
-    if (ss.milliseconds > 0) {
-      window.clearTimeout(ss.timeout);
-      ss.timeout = window.setTimeout(ss.next, ss.milliseconds);
-    }
-  };
-  ss.next = function() {
-    ss.current += 1;
-    if (ss.current > ss.x.length) {ss.current = 1;}
-    ss.start();
-  };
-  ss.previous = function() {
-    ss.current -= 1;
-    if (ss.current < 1) {ss.current = ss.x.length;}
-    ss.start();
-  };
-  ss.display = function (n) {
-    w3.styleElements(ss.x, "display", "none");
-    w3.styleElement(ss.x[n - 1], "display", "block");
-  }
-  ss.start();
-  return ss;
-};
-w3.includeHTML = function(cb) {
-  var z, i, elmnt, file, xhttp;
-  z = document.getElementsByTagName("*");
-  for (i = 0; i < z.length; i++) {
-    elmnt = z[i];
-    file = elmnt.getAttribute("w3-include-html");
-    if (file) {
-      xhttp = new XMLHttpRequest();
-      xhttp.onreadystatechange = function() {
-        if (this.readyState == 4) {
-          if (this.status == 200) {elmnt.innerHTML = this.responseText;}
-          if (this.status == 404) {
-            if (elmnt.getAttribute("w3-include-html-default")) {
-              elmnt.innerHTML = elmnt.getAttribute("w3-include-html-default");
-            }
-            else { elmnt.innerHTML = "Page not found."; }
-          }
-          elmnt.removeAttribute("w3-include-html");
-          w3.includeHTML(cb);
-        }
-      }
-      xhttp.open("GET", file, true);
-      xhttp.send();
-      return;
-    }
-  }
-  if (cb) cb();
-};
-w3.getHttpData = function (file, func) {
-  w3.http(file, function () {
-    if (this.readyState == 4 && this.status == 200) {
-      func(this.responseText);
-    }
-  });
-};
-w3.getHttpObject = function (file, func) {
-  w3.http(file, function () {
-    if (this.readyState == 4 && this.status == 200) {
-      func(JSON.parse(this.responseText));
-    }
-  });
-};
-w3.displayHttp = function (id, file) {
-  w3.http(file, function () {
-    if (this.readyState == 4 && this.status == 200) {
-      w3.displayObject(id, JSON.parse(this.responseText));
-    }
-  });
-};
-w3.http = function (target, readyfunc, xml, method) {
-  var httpObj;
-  if (!method) {method = "GET"; }
-  if (window.XMLHttpRequest) {
-    httpObj = new XMLHttpRequest();
-  } else if (window.ActiveXObject) {
-    httpObj = new ActiveXObject("Microsoft.XMLHTTP");
-  }
-  if (httpObj) {
-    if (readyfunc) {httpObj.onreadystatechange = readyfunc;}
-    httpObj.open(method, target, true);
-    httpObj.send(xml);
-  }
-};
-w3.getElementsByAttribute = function (x, att) {
-  var arr = [], arrCount = -1, i, l, y = x.getElementsByTagName("*"), z = att.toUpperCase();
-  l = y.length;
-  for (i = -1; i < l; i += 1) {
-    if (i == -1) {y[i] = x;}
-    if (y[i].getAttribute(z) !== null) {arrCount += 1; arr[arrCount] = y[i];}
-  }
-  return arr;
-};  
-w3.dataObject = {},
-w3.displayObject = function (id, data) {
-  var htmlObj, htmlTemplate, html, arr = [], a, l, rowClone, x, j, i, ii, cc, repeat, repeatObj, repeatX = "";
-  htmlObj = document.getElementById(id);
-  htmlTemplate = init_template(id, htmlObj);
-  html = htmlTemplate.cloneNode(true);
-  arr = w3.getElementsByAttribute(html, "w3-repeat");
-  l = arr.length;
-  for (j = (l - 1); j >= 0; j -= 1) {
-    cc = arr[j].getAttribute("w3-repeat").split(" ");
-    if (cc.length == 1) {
-      repeat = cc[0];
-    } else {
-      repeatX = cc[0];
-      repeat = cc[2];
-    }
-    arr[j].removeAttribute("w3-repeat");
-    repeatObj = data[repeat];
-    if (repeatObj && typeof repeatObj == "object" && repeatObj.length != "undefined") {
-      i = 0;
-      for (x in repeatObj) {
-        i += 1;
-        rowClone = arr[j];
-        rowClone = w3_replace_curly(rowClone, "element", repeatX, repeatObj[x]);
-        a = rowClone.attributes;
-        for (ii = 0; ii < a.length; ii += 1) {
-          a[ii].value = w3_replace_curly(a[ii], "attribute", repeatX, repeatObj[x]).value;
-        }
-        (i === repeatObj.length) ? arr[j].parentNode.replaceChild(rowClone, arr[j]) : arr[j].parentNode.insertBefore(rowClone, arr[j]);
-      }
-    } else {
-      console.log("w3-repeat must be an array. " + repeat + " is not an array.");
-      continue;
-    }
-  }
-  html = w3_replace_curly(html, "element");
-  htmlObj.parentNode.replaceChild(html, htmlObj);
-  function init_template(id, obj) {
-    var template;
-    template = obj.cloneNode(true);
-    if (w3.dataObject.hasOwnProperty(id)) {return w3.dataObject[id];}
-    w3.dataObject[id] = template;
-    return template;
-  }
-  function w3_replace_curly(elmnt, typ, repeatX, x) {
-    var value, rowClone, pos1, pos2, originalHTML, lookFor, lookForARR = [], i, cc, r;
-    rowClone = elmnt.cloneNode(true);
-    pos1 = 0;
-    while (pos1 > -1) {
-      originalHTML = (typ == "attribute") ? rowClone.value : rowClone.innerHTML;
-      pos1 = originalHTML.indexOf("{{", pos1);
-      if (pos1 === -1) {break;}
-      pos2 = originalHTML.indexOf("}}", pos1 + 1);
-      lookFor = originalHTML.substring(pos1 + 2, pos2);
-      lookForARR = lookFor.split("||");
-      value = undefined;
-      for (i = 0; i < lookForARR.length; i += 1) {
-        lookForARR[i] = lookForARR[i].replace(/^\s+|\s+$/gm, ''); //trim
-        if (x) {value = x[lookForARR[i]];}
-        if (value == undefined && data) {value = data[lookForARR[i]];}
-        if (value == undefined) {
-          cc = lookForARR[i].split(".");
-          if (cc[0] == repeatX) {value = x[cc[1]]; }
-        }
-        if (value == undefined) {
-          if (lookForARR[i] == repeatX) {value = x;}
-        }
-        if (value == undefined) {
-          if (lookForARR[i].substr(0, 1) == '"') {
-            value = lookForARR[i].replace(/"/g, "");
-          } else if (lookForARR[i].substr(0,1) == "'") {
-            value = lookForARR[i].replace(/'/g, "");
-          }
-        }
-        if (value != undefined) {break;}
-      }
-      if (value != undefined) {
-        r = "{{" + lookFor + "}}";
-        if (typ == "attribute") {
-          rowClone.value = rowClone.value.replace(r, value);
-        } else {
-          w3_replace_html(rowClone, r, value);
-        }
-      }
-      pos1 = pos1 + 1;
-    }
-    return rowClone;
-  }
-  function w3_replace_html(a, r, result) {
-    var b, l, i, a, x, j;
-    if (a.hasAttributes()) {
-      b = a.attributes;
-      l = b.length;
-      for (i = 0; i < l; i += 1) {
-        if (b[i].value.indexOf(r) > -1) {b[i].value = b[i].value.replace(r, result);}
-      }
-    }
-    x = a.getElementsByTagName("*");
-    l = x.length;
-    a.innerHTML = a.innerHTML.replace(r, result);
-  }
-};

CHANGELOG.md

@@ -1,163 +1,5 @@
 # Changelog
 
-## [0.22.0](https://github.com/googleapis/genai-toolbox/compare/v0.21.0...v0.22.0) (2025-12-04)
-
-
-### Features
-
-* **tools/postgres:** Add allowed-origins flag ([#1984](https://github.com/googleapis/genai-toolbox/issues/1984)) ([862868f](https://github.com/googleapis/genai-toolbox/commit/862868f28476ea981575ce412faa7d6a03138f31))
-* **tools/postgres:** Add list-query-stats and get-column-cardinality functions ([#1976](https://github.com/googleapis/genai-toolbox/issues/1976)) ([9f76026](https://github.com/googleapis/genai-toolbox/commit/9f760269253a8cc92a357e995c6993ccc4a0fb7b))
-* **tools/spanner:** Add spanner list graphs to prebuiltconfigs ([#2056](https://github.com/googleapis/genai-toolbox/issues/2056)) ([0e7fbf4](https://github.com/googleapis/genai-toolbox/commit/0e7fbf465c488397aa9d8cab2e55165fff4eb53c))
-* **prebuilt/cloud-sql:** Add clone instance tool for cloud sql ([#1845](https://github.com/googleapis/genai-toolbox/issues/1845)) ([5e43630](https://github.com/googleapis/genai-toolbox/commit/5e43630907aa2d7bc6818142483a33272eab060b))
-* **serverless-spark:** Add create_pyspark_batch tool ([1bf0b51](https://github.com/googleapis/genai-toolbox/commit/1bf0b51f033c956790be1577bf5310d0b17e9c12))
-* **serverless-spark:** Add create_spark_batch tool ([17a9792](https://github.com/googleapis/genai-toolbox/commit/17a979207dbc4fe70acd0ebda164d1a8d34c1ed3))
-* Support alternate accessToken header name ([#1968](https://github.com/googleapis/genai-toolbox/issues/1968)) ([18017d6](https://github.com/googleapis/genai-toolbox/commit/18017d6545335a6fc1c472617101c35254d9a597))
-* Support for annotations ([#2007](https://github.com/googleapis/genai-toolbox/issues/2007)) ([ac21335](https://github.com/googleapis/genai-toolbox/commit/ac21335f4e88ca52d954d7f8143a551a35661b94))
-* **tool/mssql:** Set default host and port for MSSQL source ([#1943](https://github.com/googleapis/genai-toolbox/issues/1943)) ([7a9cc63](https://github.com/googleapis/genai-toolbox/commit/7a9cc633768d9ae9a7ff8230002da69d6a36ca86))
-* **tools/cloudsqlpg:** Add CloudSQL PostgreSQL pre-check tool ([#1722](https://github.com/googleapis/genai-toolbox/issues/1722)) ([8752e05](https://github.com/googleapis/genai-toolbox/commit/8752e05ab6e98812d95673a6f1ff67e9a6ae48d2))
-* **tools/postgres-list-publication-tables:** Add new postgres-list-publication-tables tool ([#1919](https://github.com/googleapis/genai-toolbox/issues/1919)) ([f4b1f0a](https://github.com/googleapis/genai-toolbox/commit/f4b1f0a68000ca2fc0325f55a1905705417c38a2))
-* **tools/postgres-list-tablespaces:** Add new postgres-list-tablespaces tool ([#1934](https://github.com/googleapis/genai-toolbox/issues/1934)) ([5ad7c61](https://github.com/googleapis/genai-toolbox/commit/5ad7c6127b3e47504fc4afda0b7f3de1dff78b8b))
-* **tools/spanner-list-graph:** Tool impl + docs + tests ([#1923](https://github.com/googleapis/genai-toolbox/issues/1923)) ([a0f44d3](https://github.com/googleapis/genai-toolbox/commit/a0f44d34ea3f044dd08501be616f70ddfd63ab45))
-
-
-### Bug Fixes
-
-* Add import for firebirdsql ([#2045](https://github.com/googleapis/genai-toolbox/issues/2045)) ([fb7aae9](https://github.com/googleapis/genai-toolbox/commit/fb7aae9d35b760d3471d8379642f835a0d84ec41))
-* Correct FAQ to mention HTTP tools ([#2036](https://github.com/googleapis/genai-toolbox/issues/2036)) ([7b44237](https://github.com/googleapis/genai-toolbox/commit/7b44237d4a21bfbf8d3cebe4d32a15affa29584d))
-* Format BigQuery numeric output as decimal strings ([#2084](https://github.com/googleapis/genai-toolbox/issues/2084)) ([155bff8](https://github.com/googleapis/genai-toolbox/commit/155bff80c1da4fae1e169e425fd82e1dc3373041))
-* Set default annotations for tools in code if annotation not provided in yaml ([#2049](https://github.com/googleapis/genai-toolbox/issues/2049)) ([565460c](https://github.com/googleapis/genai-toolbox/commit/565460c4ea8953dbe80070a8e469f957c0f7a70c))
-* **tools/alloydb-postgres-list-tables:** Exclude google_ml schema from list_tables ([#2046](https://github.com/googleapis/genai-toolbox/issues/2046)) ([a03984c](https://github.com/googleapis/genai-toolbox/commit/a03984cc15254c928f30085f8fa509ded6a79a0c))
-* **tools/alloydbcreateuser:** Remove duplication of project praram ([#2028](https://github.com/googleapis/genai-toolbox/issues/2028)) ([730ac6d](https://github.com/googleapis/genai-toolbox/commit/730ac6d22805fd50b4a675b74c1865f4e7689e7c))
-* **tools/mongodb:** Remove `required` tag from the `canonical` field ([#2099](https://github.com/googleapis/genai-toolbox/issues/2099)) ([744214e](https://github.com/googleapis/genai-toolbox/commit/744214e04cd12b11d166e6eb7da8ce4714904abc))
-
-## [0.21.0](https://github.com/googleapis/genai-toolbox/compare/v0.20.0...v0.21.0) (2025-11-19)
-
-
-### ⚠ BREAKING CHANGES
-
-* **tools/spanner-list-tables:** Unmarshal `object_details` json string into map to make response have nested json ([#1894](https://github.com/googleapis/genai-toolbox/issues/1894)) ([446d62a](https://github.com/googleapis/genai-toolbox/commit/446d62acd995d5128f52e9db254dd1c7138227c6))
-
-
-### Features
-
-* **tools/postgres:** Add `long_running_transactions`, `list_locks` and `replication_stats` tools ([#1751](https://github.com/googleapis/genai-toolbox/issues/1751)) ([5abad5d](https://github.com/googleapis/genai-toolbox/commit/5abad5d56c6cc5ba86adc5253b948bf8230fa830))
-
-
-### Bug Fixes
-
-* **tools/alloydbgetinstance:** Remove parameter duplication ([#1993](https://github.com/googleapis/genai-toolbox/issues/1993)) ([0e269a1](https://github.com/googleapis/genai-toolbox/commit/0e269a1d125eed16a51ead27db4398e6e48cb948))
-* **tools:** Check for query execution error for pgxpool.Pool ([#1969](https://github.com/googleapis/genai-toolbox/issues/1969)) ([2bff138](https://github.com/googleapis/genai-toolbox/commit/2bff1384a3570ef46bc03ebebc507923af261987))
-
-
-## [0.20.0](https://github.com/googleapis/genai-toolbox/compare/v0.19.1...v0.20.0) (2025-11-14)
-
-
-### Features
-
-* Added prompt support for toolbox ([#1798](https://github.com/googleapis/genai-toolbox/issues/1798)) ([cd56ea4](https://github.com/googleapis/genai-toolbox/commit/cd56ea44fbdd149fcb92324e70ee36ac747635db))
-* **source/alloydb, source/cloud-sql-postgres,source/cloud-sql-mysql,source/cloud-sql-mssql:** Use project from env for alloydb and cloud sql control plane tools ([#1588](https://github.com/googleapis/genai-toolbox/issues/1588)) ([12bdd95](https://github.com/googleapis/genai-toolbox/commit/12bdd954597e49d3ec6b247cc104584c5a4d1943))
-* **source/mysql:** Set default host and port for MySQL source ([#1922](https://github.com/googleapis/genai-toolbox/issues/1922)) ([2c228ef](https://github.com/googleapis/genai-toolbox/commit/2c228ef4f2d4cb8dfc41e845466bfe3566d141a1))
-* **source/Postgresql:** Set default host and port for Postgresql  source ([#1927](https://github.com/googleapis/genai-toolbox/issues/1927)) ([7e6e88a](https://github.com/googleapis/genai-toolbox/commit/7e6e88a21f2b9b60e0d645cdde33a95892d31a04))
-* **tool/looker-generate-embed-url:** Adding generate embed url tool ([#1877](https://github.com/googleapis/genai-toolbox/issues/1877)) ([ef63860](https://github.com/googleapis/genai-toolbox/commit/ef63860559798fbad54c1051d9f53bce42d66464))
-* **tools/postgres:** Add `list_triggers`, `database_overview` tools for postgres ([#1912](https://github.com/googleapis/genai-toolbox/issues/1912)) ([a4c9287](https://github.com/googleapis/genai-toolbox/commit/a4c9287aecf848faa98d973a9ce5b13fa309a58e))
-* **tools/postgres:** Add list_indexes, list_sequences tools for postgres ([#1765](https://github.com/googleapis/genai-toolbox/issues/1765)) ([897c63d](https://github.com/googleapis/genai-toolbox/commit/897c63dcea43226262d2062088c59f2d1068fca7))
-
-## [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)
-
-
-### Features
-
-* Support `allowedValues`, `escape`, `minValue` and `maxValue` for parameters ([#1770](https://github.com/googleapis/genai-toolbox/issues/1770)) ([eaf7740](https://github.com/googleapis/genai-toolbox/commit/eaf77406fd386c12315d67eb685dc69e0415c516))
-* **tools/looker:** Tools to allow the agent to retrieve, create, modify, and delete LookML project files. ([#1673](https://github.com/googleapis/genai-toolbox/issues/1673)) ([089081f](https://github.com/googleapis/genai-toolbox/commit/089081feb0e32f9eb65d00df5987392d413a4081))
-
-
-### Bug Fixes
-
-* **sources/mysql:** Escape mysql user agent ([#1707](https://github.com/googleapis/genai-toolbox/issues/1707)) ([eeb694c](https://github.com/googleapis/genai-toolbox/commit/eeb694c20facc40a38bfa67073c4cb1f3dd657ff))
-* **sources/mysql:** Escape program_name for MySQL ([#1717](https://github.com/googleapis/genai-toolbox/issues/1717)) ([02f7f8a](https://github.com/googleapis/genai-toolbox/commit/02f7f8af979057efe99fd138cb1b958130355b68))
-* **tools/http:** Allow 2xx status code on tool invocation ([#1761](https://github.com/googleapis/genai-toolbox/issues/1761)) ([a06d0d8](https://github.com/googleapis/genai-toolbox/commit/a06d0d8735fbec29bea97457248845a8c6b4aa3c))
-* **tools/http:** Omit optional nil query parameters ([#1762](https://github.com/googleapis/genai-toolbox/issues/1762)) ([bd16ba3](https://github.com/googleapis/genai-toolbox/commit/bd16ba3921e6177065780e5f29870859b8e18e4f))
-* **tools/looker:** Looker file content calls should not use url.QueryEscape ([#1758](https://github.com/googleapis/genai-toolbox/issues/1758)) ([336de1b](https://github.com/googleapis/genai-toolbox/commit/336de1bd04b869d322c0fd1f4667eb652159d791))
-
-
-## [0.17.0](https://github.com/googleapis/genai-toolbox/compare/v0.16.0...v0.17.0) (2025-10-10)
-
-
-### ⚠ BREAKING CHANGES
-
-* **tools/bigquery-get-table-info:** add allowed dataset support ([#1093](https://github.com/googleapis/genai-toolbox/issues/1093))
-* **tools/bigquery-list-dataset-ids:** add allowed datasets support ([#1573](https://github.com/googleapis/genai-toolbox/issues/1573))
-
-### Features
-
-* Add configs and workflows for docs versioning ([#1611](https://github.com/googleapis/genai-toolbox/issues/1611)) ([21ac98b](https://github.com/googleapis/genai-toolbox/commit/21ac98bc065e95bde911d66185c67d8380891bf8))
-* Add metadata in MCP Manifest for Toolbox auth ([#1395](https://github.com/googleapis/genai-toolbox/issues/1395)) ([0b3dac4](https://github.com/googleapis/genai-toolbox/commit/0b3dac41322f7aaa5a19df571686fa8fd4338ca5))
-* Add program name to MySQL connections ([#1617](https://github.com/googleapis/genai-toolbox/issues/1617)) ([c4a22b8](https://github.com/googleapis/genai-toolbox/commit/c4a22b8d3bd0307325215ebd2f30ba37927cd37e))
-* **source/bigquery:** Add optional write mode config ([#1157](https://github.com/googleapis/genai-toolbox/issues/1157)) ([63adc78](https://github.com/googleapis/genai-toolbox/commit/63adc78beae949dfe5e300c50e5ceef073e9652c))
-* **sources/alloydb,cloudsqlpg,cloudsqlmysql,cloudsqlmssql:** Support PSC connection ([#1686](https://github.com/googleapis/genai-toolbox/issues/1686)) ([9d2bf79](https://github.com/googleapis/genai-toolbox/commit/9d2bf79becfda104ef77f34b8d4b22cbedbc4bf3))
-* **sources/mssql:** Add app name to MSSQL ([#1620](https://github.com/googleapis/genai-toolbox/issues/1620)) ([1536d1f](https://github.com/googleapis/genai-toolbox/commit/1536d1fdabb9d7f73dbdeebeb05a83d9a3b78e1c))
-* **sources/oracle:** Add Oracle Source and Tool ([#1456](https://github.com/googleapis/genai-toolbox/issues/1456)) ([3a19a50](https://github.com/googleapis/genai-toolbox/commit/3a19a50ff211e33429de1d05338d353359a52987))
-* **sources/oracle:** Switch Oracle driver from godror to go-ora ([#1685](https://github.com/googleapis/genai-toolbox/issues/1685)) ([8faf376](https://github.com/googleapis/genai-toolbox/commit/8faf37667e371b4ed88ebb892e8784b67611ba64))
-* **tool/bigquery-list-dataset-ids:** Add allowed datasets support ([#1573](https://github.com/googleapis/genai-toolbox/issues/1573)) ([1a44c67](https://github.com/googleapis/genai-toolbox/commit/1a44c671ec593e764a2d2f67f70a98ceec20a168))
-* **tools/bigquery-get-table-info:** Add allowed dataset support ([#1093](https://github.com/googleapis/genai-toolbox/issues/1093)) ([acb205c](https://github.com/googleapis/genai-toolbox/commit/acb205ca4761d59ce97b804827230978c8c98ede))
-* **tools/dataform:** Add dataform compile tool ([#1470](https://github.com/googleapis/genai-toolbox/issues/1470)) ([3be9b7b](https://github.com/googleapis/genai-toolbox/commit/3be9b7b3bdf112fe7303706e56e9f39935cde661))
-* **tools/looker:** Add support for pulse, vacuum and analyze audit and performance functions on a Looker instance ([#1581](https://github.com/googleapis/genai-toolbox/issues/1581)) ([5aed4e1](https://github.com/googleapis/genai-toolbox/commit/5aed4e136d0091731d2ded10ec076ee789e1987c))
-* **tools/looker:** Enable access to the Conversational Analytics API for Looker ([#1596](https://github.com/googleapis/genai-toolbox/issues/1596)) ([2d5a93e](https://github.com/googleapis/genai-toolbox/commit/2d5a93e312990c8a9f3170c7e9c655f97cf11712))
-
-
-### Bug Fixes
-
-* Added google_ml_integration extension to use alloydb ai-nl support api ([#1445](https://github.com/googleapis/genai-toolbox/issues/1445)) ([dbc477a](https://github.com/googleapis/genai-toolbox/commit/dbc477ab0f832495cf51f73ea16ae363472d6eed))
-* Fix broken links ([#1625](https://github.com/googleapis/genai-toolbox/issues/1625)) ([36c6584](https://github.com/googleapis/genai-toolbox/commit/36c658472ccdeb6cddd8a4452a8b3438aeb0a744))
-* Remove duplicated build type in Dockerfile ([#1598](https://github.com/googleapis/genai-toolbox/issues/1598)) ([b43c945](https://github.com/googleapis/genai-toolbox/commit/b43c94575d86aa65b0528d59f9b41d30b439fee5))
-* **source/bigquery:** Allowed datasets project id issue with client oauth ([#1663](https://github.com/googleapis/genai-toolbox/issues/1663)) ([f4cf486](https://github.com/googleapis/genai-toolbox/commit/f4cf486fa929299fef076cf71689776e5dec19c1))
-* **sources/looker:** Allow Looker to be configured without setting a Client Id or Secret ([#1496](https://github.com/googleapis/genai-toolbox/issues/1496)) ([67d8221](https://github.com/googleapis/genai-toolbox/commit/67d8221a2e780df54a81f0f7e8f7e41e4bf1a82e))
-* **tools/looker:** Refactor run-inline-query logic to helper function ([#1497](https://github.com/googleapis/genai-toolbox/issues/1497)) ([62af39d](https://github.com/googleapis/genai-toolbox/commit/62af39d751443eb758586663969b162c868a233f))
-* **tools/mysql-list-tables:** Update sql query to resolve subquery scope error ([#1629](https://github.com/googleapis/genai-toolbox/issues/1629)) ([94e19d8](https://github.com/googleapis/genai-toolbox/commit/94e19d87e54e831b80eb766572e48bc7370305d8))
-
 ## [0.16.0](https://github.com/googleapis/genai-toolbox/compare/v0.15.0...v0.16.0) (2025-09-25)
 
 

CONTRIBUTING.md

@@ -48,17 +48,6 @@ squashed when merged.
 author for more than 10 days, maintainers may mark that PR as Draft. PRs that
 are inactive for more than 30 days may be closed.
 
-### Automated Code Reviews
-
-This repository uses **Gemini Code Assist** to provide automated code reviews on Pull Requests. While this does not replace human review, it provides immediate feedback on code quality and potential issues.
-
-You can manually trigger the bot by commenting on your Pull Request:
-
-*   `/gemini`: Manually invokes Gemini Code Assist in comments
-*   `/gemini review`: Posts a code review of the changes in the pull request
-*   `/gemini summary`: Posts a summary of the changes in the pull request.
-*   `/gemini help`: Overview of the available commands
-
 ## Adding a New Database Source or Tool
 
 Please create an
@@ -104,13 +93,13 @@ implementation](https://github.com/googleapis/genai-toolbox/blob/main/internal/s
 ### Adding a New Tool
 
 > [!NOTE]
-> Please follow the tool naming convention detailed
-> [here](./DEVELOPER.md#tool-naming-conventions).
+> Please follow the tool naming convention detailed [here](./DEVELOPER.md#tool-naming-conventions).
 
 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/newdbtool`).
+* **Create a new directory** under `internal/tools` for your tool type (e.g.,
+  `internal/tools/newdb` or `internal/tools/newdb<tool_name>`).
 * **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.
@@ -118,7 +107,7 @@ 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-tool"`).
+    (e.g., `"newdb"`).
   * `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.
@@ -135,16 +124,16 @@ 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 `newdbtool_test.go`.
+* **Implement Unit Tests** in a file named `newdb_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_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):
+  `/tests/newdb/newdb_test.go` that are **required** to be run as long as your
+  code contains related features. Please check each test suites for the config
+  defaults, if your source require test suites config updates, please refer to
+  [config option](./tests/option.go):
 
      1. [RunToolGetTest][tool-get]: tests for the `GET` endpoint that returns the
             tool's manifest.
@@ -244,4 +233,4 @@ resources.
 * **PR Description:** PR description should **always** be included. It should
   include a concise description of the changes, it's impact, along with a
   summary of the solution. If the PR is related to a specific issue, the issue
-  number should be mentioned in the PR description (e.g. `Fixes #1`).
+  number should be mentioned in the PR description (e.g. `Fixes #1`).

DEVELOPER.md

@@ -109,7 +109,7 @@ golangci-lint run --fix
 Execute unit tests locally:
 
 ```bash
-go test -race -v ./cmd/... ./internal/...
+go test -race -v ./...
 ```
 
 ### Integration Tests
@@ -135,29 +135,11 @@ go test -race -v ./cmd/... ./internal/...
     go test -race -v ./tests/alloydbpg
     ```
 
-1. **Timeout:** The integration test should have a timeout on the server.
-   Look for code like this:
-
-   ```go
-   ctx, cancel := context.WithTimeout(context.Background(), time.Minute)
-   defer cancel()
-
-   cmd, cleanup, err := tests.StartCmd(ctx, toolsFile, args...)
-   if err != nil {
-     t.Fatalf("command initialization returned an error: %s", err)
-   }
-   defer cleanup()
-   ```
-
-   Be sure to set the timeout to a reasonable value for your tests.
-
 #### Running on Pull Requests
 
 * **Internal Contributors:** Testing workflows should trigger automatically.
 * **External Contributors:** Request Toolbox maintainers to trigger the testing
   workflows on your PR.
-  * Maintainers can comment `/gcbrun` to execute the integration tests.
-  * Maintainers can add the label `tests:run` to execute the unit tests.
 
 #### Test Resources
 
@@ -185,9 +167,6 @@ variables for each source.
 * Couchbase - setup in the test project via the Marketplace
 * DGraph - using the public dgraph interface <https://play.dgraph.io> for
   testing
-* Looker
-  * The Cloud Build service account is a user for conversational analytics
-  * The Looker instance runs under google.com:looker-sandbox.
 * Memorystore Redis - setup in the test project using a Memorystore for Redis
   standalone instance
   * Memorystore Redis Cluster, Memorystore Valkey standalone, and Memorystore
@@ -250,31 +229,6 @@ Follow these steps to preview documentation changes locally using a Hugo server:
 
 ### Previewing Documentation on Pull Requests
 
-### Document Versioning Setup
-
-There are 3 GHA workflows we use to achieve document versioning:
-
-1. **Deploy In-development docs:**
-    This workflow is run on every commit merged into the main branch. It deploys
-    the built site to the `/dev/` subdirectory for the in-development
-    documentation.
-
-1. **Deploy Versioned Docs:**
-    When a new GitHub Release is published, it performs two deployments based on
-    the new release tag. One to the new version subdirectory and one to the root
-    directory of the versioned-gh-pages branch.
-
-    **Note:** Before the release PR from release-please is merged, add the
-    newest version into the hugo.toml file.
-
-1. **Deploy Previous Version Docs:**
-    This is a manual workflow, started from the GitHub Actions UI.
-    To rebuild and redeploy documentation for an already released version that
-    were released before this new system was in place. This workflow can be
-    started on the UI by providing the git version tag which you want to create
-    the documentation for. The specific versioned subdirectory and the root docs
-    are updated on the versioned-gh-pages branch.
-
 #### Contributors
 
 Request a repo owner to run the preview deployment workflow on your PR. A
@@ -342,17 +296,9 @@ for instructions on developing Toolbox SDKs.
 
 ### Team
 
-Team `@googleapis/senseai-eco` has been set as
+Team, `@googleapis/senseai-eco`, has been set as
 [CODEOWNERS](.github/CODEOWNERS). The GitHub TeamSync tool is used to create
-this team from MDB Group, `senseai-eco`. Additionally, database-specific GitHub
-teams (e.g., `@googleapis/toolbox-alloydb`) have been created from MDB groups to
-manage code ownership and review for individual database products.
-
-Team `@googleapis/toolbox-contributors` has write access to this repo. They
-can create branches and approve test runs. But they do not have the ability
-to approve PRs for main. TeamSync is used to create this team from the MDB
-Group `toolbox-contributors`. Googlers who are developing for MCP-Toolbox
-but aren't part of the core team should join this group.
+this team from MDB Group, `senseai-eco`.
 
 ### Releasing
 
@@ -450,8 +396,7 @@ Trigger pull request tests for external contributors by:
 
 ## Repo Setup & Automation
 
-* .github/blunderbuss.yml - Auto-assign issues and PRs from GitHub teams. Use a
-  product label to assign to a product-specific team member.
+* .github/blunderbuss.yml - Auto-assign issues and PRs from GitHub teams
 * .github/renovate.json5 - Tooling for dependency updates. Dependabot is built
   into the GitHub repo for GitHub security warnings
 * go/github-issue-mirror - GitHub issues are automatically mirrored into buganizer

Dockerfile

@@ -11,14 +11,9 @@
 # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
 # See the License for the specific language governing permissions and
 # limitations under the License.
-FROM --platform=$BUILDPLATFORM golang:1 AS build
 
-# Install Zig for CGO cross-compilation
-RUN apt-get update && apt-get install -y xz-utils
-RUN curl -fL "https://ziglang.org/download/0.15.2/zig-x86_64-linux-0.15.2.tar.xz" -o zig.tar.xz && \
-    mkdir -p /zig && \
-    tar -xf zig.tar.xz -C /zig --strip-components=1 && \
-    rm zig.tar.xz
+# Use the latest stable golang 1.x to compile to a binary
+FROM --platform=$BUILDPLATFORM golang:1 AS build
 
 WORKDIR /go/src/genai-toolbox
 COPY . .
@@ -29,27 +24,14 @@ ARG BUILD_TYPE="container.dev"
 ARG COMMIT_SHA=""
 
 RUN go get ./...
-
-RUN export ZIG_TARGET="" && \
-    case "${TARGETARCH}" in \
-      ("amd64") ZIG_TARGET="x86_64-linux-gnu" ;; \
-      ("arm64") ZIG_TARGET="aarch64-linux-gnu" ;; \
-      (*) echo "Unsupported architecture: ${TARGETARCH}" && exit 1 ;; \
-    esac && \
-    CGO_ENABLED=1 GOOS=${TARGETOS} GOARCH=${TARGETARCH} \
-    CC="/zig/zig cc -target ${ZIG_TARGET}" \
-    CXX="/zig/zig c++ -target ${ZIG_TARGET}" \
-    go build \
-    -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=${BUILD_TYPE} -X github.com/googleapis/genai-toolbox/cmd.commitSha=${COMMIT_SHA}" \
-    -o genai-toolbox .
+RUN CGO_ENABLED=0 GOOS=${TARGETOS} GOARCH=${TARGETARCH} \
+    go build -ldflags "-X github.com/googleapis/genai-toolbox/cmd.buildType=${BUILD_TYPE} -X github.com/googleapis/genai-toolbox/cmd.commitSha=${COMMIT_SHA}"
 
 # Final Stage
-FROM gcr.io/distroless/cc-debian12:nonroot
+FROM gcr.io/distroless/static:nonroot
 
 WORKDIR /app
 COPY --from=build --chown=nonroot /go/src/genai-toolbox/genai-toolbox /toolbox
 USER nonroot
 
-LABEL io.modelcontextprotocol.server.name="io.github.googleapis/genai-toolbox"
-
 ENTRYPOINT ["/toolbox"] 

MCP-TOOLBOX-EXTENSION.md

@@ -1,247 +0,0 @@
-This document helps you find and install the right Gemini CLI extension to
-interact with your databases.
-
-## How to Install an Extension
-
-To install any of the extensions listed below, use the `gemini extensions
-install` command followed by the extension's GitHub repository URL.
-
-For complete instructions on finding, installing, and managing extensions,
-please see the [official Gemini CLI extensions
-documentation](https://github.com/google-gemini/gemini-cli/blob/main/docs/extensions/index.md).
-
-**Example Installation Command:**
-
-```bash
-gemini extensions install https://github.com/gemini-cli-extensions/EXTENSION_NAME
-```
-
-Make sure the user knows:
-
-* These commands are not supported from within the CLI
-* These commands will only be reflected in active CLI sessions on restart
-* Extensions require Application Default Credentials in your environment. See
-  [Set up ADC for a local development
-  environment](https://cloud.google.com/docs/authentication/set-up-adc-local-dev-environment)
-  to learn how you can provide either your user credentials or service account
-  credentials to ADC in a local development environment.
-* Most extensions require you to set environment variables to connect to a
-  database. If there is a link provided for the configuration, fetch the web
-  page and return the configuration.
-
------
-
-## Find Your Database Extension
-
-Find your database or service in the list below to get the correct installation
-command.
-
-**Note on Observability:** Extensions with `-observability` in their name are
-designed to help you understand the health and performance of your database
-instances, often by analyzing metrics and logs.
-
-### Google Cloud Managed Databases
-
-#### BigQuery
-
-* For data analytics and querying:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/bigquery-data-analytics
-    ```
-
-    Configuration:
-    https://github.com/gemini-cli-extensions/bigquery-data-analytics/tree/main?tab=readme-ov-file#configuration
-
-* For conversational analytics (using natural language):
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/bigquery-conversational-analytics
-    ```
-
-    Configuration: https://github.com/gemini-cli-extensions/bigquery-conversational-analytics/tree/main?tab=readme-ov-file#configuration
-
-#### Cloud SQL for MySQL
-
-* Main Extension:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-mysql
-    ```
-
-    Configuration:
-    https://github.com/gemini-cli-extensions/cloud-sql-mysql/tree/main?tab=readme-ov-file#configuration
-
-* Observability:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-mysql-observability
-    ```
-
-    If you are looking for self-hosted MySQL, consider the `mysql` extension.
-
-#### Cloud SQL for PostgreSQL
-
-* Main Extension:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-postgresql
-    ```
-
-    Configuration:
-    https://github.com/gemini-cli-extensions/cloud-sql-postgresql/tree/main?tab=readme-ov-file#configuration
-
-* Observability:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-postgresql-observability
-    ```
-
-    If you are looking for other PostgreSQL options, consider the `postgres`
-    extension for self-hosted instances, or the `alloydb` extension for AlloyDB
-    for PostgreSQL.
-
-#### Cloud SQL for SQL Server
-
-* Main Extension:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-sqlserver
-    ```
-
-    Configuration:
-    https://github.com/gemini-cli-extensions/cloud-sql-sqlserver/tree/main?tab=readme-ov-file#configuration
-
-* Observability:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-sqlserver-observability
-    ```
-
-    If you are looking for self-hosted SQL Server, consider the `sql-server`
-    extension.
-
-#### AlloyDB for PostgreSQL
-
-* Main Extension:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/alloydb
-    ```
-
-    Configuration:
-    https://github.com/gemini-cli-extensions/alloydb/tree/main?tab=readme-ov-file#configuration
-
-* Observability:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/alloydb-observability
-    ```
-
-    If you are looking for other PostgreSQL options, consider the `postgres`
-    extension for self-hosted instances, or the `cloud-sql-postgresql` extension
-    for Cloud SQL for PostgreSQL.
-
-#### Spanner
-
-* For querying Spanner databases:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/spanner
-    ```
-
-    Configuration:
-    https://github.com/gemini-cli-extensions/spanner/tree/main?tab=readme-ov-file#configuration
-
-#### Firestore
-
-* For querying Firestore in Native Mode:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/firestore-native
-    ```
-
-    Configuration:
-    https://github.com/gemini-cli-extensions/firestore-native/tree/main?tab=readme-ov-file#configuration
-
-### Other Google Cloud Data Services
-
-#### Dataplex
-
-* For interacting with Dataplex data lakes and assets:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/dataplex
-    ```
-
-    Configuration:
-    https://github.com/gemini-cli-extensions/dataplex/tree/main?tab=readme-ov-file#configuration
-
-#### Looker
-
-* For querying Looker instances:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/looker
-    ```
-
-    Configuration:
-    https://github.com/gemini-cli-extensions/looker/tree/main?tab=readme-ov-file#configuration
-
-### Other Database Engines
-
-These extensions are for connecting to database instances not managed by Cloud
-SQL (e.g., self-hosted on-prem, on a VM, or in another cloud).
-
-* MySQL:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/mysql
-    ```
-
-    Configuration:
-    https://github.com/gemini-cli-extensions/mysql/tree/main?tab=readme-ov-file#configuration
-
-    If you are looking for Google Cloud managed MySQL, consider the
-    `cloud-sql-mysql` extension.
-
-* PostgreSQL:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/postgres
-    ```
-
-    Configuration:
-    https://github.com/gemini-cli-extensions/postgres/tree/main?tab=readme-ov-file#configuration
-
-    If you are looking for Google Cloud managed PostgreSQL, consider the
-    `cloud-sql-postgresql` or `alloydb` extensions.
-
-* SQL Server:
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/sql-server
-    ```
-
-    Configuration:
-    https://github.com/gemini-cli-extensions/sql-server/tree/main?tab=readme-ov-file#configuration
-
-    If you are looking for Google Cloud managed SQL Server, consider the
-    `cloud-sql-sqlserver` extension.
-
-### Custom Tools
-
-#### MCP Toolbox
-
-* For connecting to MCP Toolbox servers:
-
-    This extension can be used with any Google Cloud database to build custom
-    tools. For more information, see the [MCP Toolbox
-    documentation](https://googleapis.github.io/genai-toolbox/getting-started/introduction/).
-
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/mcp-toolbox
-    ```
-
-    Configuration:
-    https://github.com/gemini-cli-extensions/mcp-toolbox/tree/main?tab=readme-ov-file#configuration

README.md

@@ -34,12 +34,10 @@ documentation](https://googleapis.github.io/genai-toolbox/).
   - [Installing the server](#installing-the-server)
   - [Running the server](#running-the-server)
   - [Integrating your application](#integrating-your-application)
-  - [Using Toolbox with Gemini CLI Extensions](#using-toolbox-with-gemini-cli-extensions)
 - [Configuration](#configuration)
   - [Sources](#sources)
   - [Tools](#tools)
   - [Toolsets](#toolsets)
-  - [Prompts](#prompts)
 - [Versioning](#versioning)
   - [Pre-1.0.0 Versioning](#pre-100-versioning)
   - [Post-1.0.0 Versioning](#post-100-versioning)
@@ -99,9 +97,7 @@ 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.
 
-<p align="center">
-<img src="./docs/en/getting-started/introduction/architecture.png" alt="architecture" width="50%"/>
-</p>
+![architecture](./docs/en/getting-started/introduction/architecture.png)
 
 ## Getting Started
 
@@ -122,10 +118,9 @@ To install Toolbox as a binary:
 > <summary>Linux (AMD64)</summary>
 >
 > To install Toolbox as a binary on Linux (AMD64):
->
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.22.0
+> export VERSION=0.16.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -135,10 +130,9 @@ To install Toolbox as a binary:
 > <summary>macOS (Apple Silicon)</summary>
 >
 > To install Toolbox as a binary on macOS (Apple Silicon):
->
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.22.0
+> export VERSION=0.16.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 > chmod +x toolbox
 > ```
@@ -148,36 +142,22 @@ To install Toolbox as a binary:
 > <summary>macOS (Intel)</summary>
 >
 > To install Toolbox as a binary on macOS (Intel):
->
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.22.0
+> export VERSION=0.16.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 > chmod +x toolbox
 > ```
 >
 > </details>
 > <details>
-> <summary>Windows (Command Prompt)</summary>
->
-> To install Toolbox as a binary on Windows (Command Prompt):
->
-> ```cmd
-> :: see releases page for other versions
-> set VERSION=0.22.0
-> curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v%VERSION%/windows/amd64/toolbox.exe"
-> ```
->
-> </details>
-> <details>
-> <summary>Windows (PowerShell)</summary>
->
-> To install Toolbox as a binary on Windows (PowerShell):
+> <summary>Windows (AMD64)</summary>
 >
+> To install Toolbox as a binary on Windows (AMD64):
 > ```powershell
 > # see releases page for other versions
-> $VERSION = "0.21.0"
-> curl.exe -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe"
+> $VERSION = "0.16.0"
+> Invoke-WebRequest -Uri "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe" -OutFile "toolbox.exe"
 > ```
 >
 > </details>
@@ -189,7 +169,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.22.0
+export VERSION=0.16.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -213,7 +193,7 @@ To install from source, ensure you have the latest version of
 [Go installed](https://go.dev/doc/install), and then run the following command:
 
 ```sh
-go install github.com/googleapis/genai-toolbox@v0.22.0
+go install github.com/googleapis/genai-toolbox@v0.16.0
 ```
 <!-- {x-release-please-end} -->
 
@@ -244,9 +224,9 @@ To run Toolbox from binary:
 ./toolbox --tools-file "tools.yaml"
 ```
 
-> ⓘ Note  
-> Toolbox enables dynamic reloading by default. To disable, use the
-> `--disable-reload` flag.
+ⓘ **NOTE:**  
+Toolbox enables dynamic reloading by default. To disable, use the
+`--disable-reload` flag.
 
 </details>
 
@@ -264,9 +244,9 @@ us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION \
 --tools-file "/app/tools.yaml"
 ```
 
-> ⓘ Note  
-> The `-v` flag mounts your local `tools.yaml` into the container, and `-p` maps
-> the container's port `5000` to your host's port `5000`.
+ⓘ **NOTE:**  
+The `-v` flag mounts your local `tools.yaml` into the container, and `-p` maps
+the container's port `5000` to your host's port `5000`.
 
 </details>
 
@@ -281,11 +261,11 @@ and run:
 go run .
 ```
 
-> ⓘ Note  
-> This command runs the project from source, and is more suitable for development
-> and testing. It does **not** compile a binary into your `$GOPATH`. If you want
-> to compile a binary instead, refer the [Developer
-> Documentation](./DEVELOPER.md#building-the-binary).
+ⓘ **NOTE:**  
+This command runs the project from source, and is more suitable for development
+and testing. It does **not** compile a binary into your `$GOPATH`. If you want
+to compile a binary instead, refer the [Developer
+Documentation](./DEVELOPER.md#building-the-binary).
 
 </details>
 
@@ -527,36 +507,6 @@ For more detailed instructions on using the Toolbox Core SDK, see the
     ```
 
   </details>
-  <details>
-    <summary>ADK</summary>
-
-1. Install [Toolbox ADK SDK][toolbox-adk-js]:
-
-    ```bash
-    npm install @toolbox-sdk/adk
-    ```
-
-2. Load tools:
-
-    ```javascript
-    import { ToolboxClient } from '@toolbox-sdk/adk';
-
-    // update the url to point to your server
-    const URL = 'http://127.0.0.1:5000';
-    let client = new ToolboxClient(URL);
-
-    // these tools can be passed to your application!
-    const tools = await client.loadToolset('toolsetName');
-    ```
-
-    For more detailed instructions on using the Toolbox ADK SDK, see the
-    [project's README][toolbox-adk-js-readme].
-
-    [toolbox-adk-js]: https://www.npmjs.com/package/@toolbox-sdk/adk
-    [toolbox-adk-js-readme]:
-       https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-adk/README.md
-
-  </details>
 </details>
 </blockquote>
 <details>
@@ -564,7 +514,7 @@ For more detailed instructions on using the Toolbox Core SDK, see the
   <br>
   <blockquote>
 
-  <details>
+  <details open>
     <summary>Core</summary>
 
 1. Install [Toolbox Go SDK][toolbox-go]:
@@ -573,7 +523,7 @@ For more detailed instructions on using the Toolbox Core SDK, see the
     go get github.com/googleapis/mcp-toolbox-sdk-go
     ```
 
-2. Load tools:
+1. Load tools:
 
     ```go
     package main
@@ -671,11 +621,13 @@ For more detailed instructions on using the Toolbox Core SDK, see the
     package main
     import (
       "context"
-      "log"
+      "encoding/json"
 
+      "github.com/firebase/genkit/go/ai"
       "github.com/firebase/genkit/go/genkit"
       "github.com/googleapis/mcp-toolbox-sdk-go/core"
       "github.com/googleapis/mcp-toolbox-sdk-go/tbgenkit"
+      "github.com/invopop/jsonschema"
     )
 
     func main() {
@@ -683,7 +635,7 @@ For more detailed instructions on using the Toolbox Core SDK, see the
       // Update the url to point to your server
       URL := "http://127.0.0.1:5000"
       ctx := context.Background()
-      g := genkit.Init(ctx)
+      g, err := genkit.Init(ctx)
 
       client, err := core.NewToolboxClient(URL)
 
@@ -696,7 +648,6 @@ For more detailed instructions on using the Toolbox Core SDK, see the
       if err != nil {
         log.Fatalf("Failed to convert tool: %v\n", err)
       }
-      log.Printf("Successfully converted tool: %s", genkitTool.Name())
     }
     ```
 
@@ -805,98 +756,11 @@ 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].
-
-
   </details>
 </details>
 </blockquote>
 </details>
 
-### Using Toolbox with Gemini CLI Extensions
-
-[Gemini CLI extensions][gemini-cli-extensions] provide tools to interact
-directly with your data sources from command line. Below is a list of Gemini CLI
-extensions that are built on top of **Toolbox**. They allow you to interact with
-your data sources through pre-defined or custom tools with natural language.
-Click into the link to see detailed instructions on their usage.
-
-To use **custom** tools with Gemini CLI:
-
-- [MCP Toolbox](https://github.com/gemini-cli-extensions/mcp-toolbox)
-
-To use [prebuilt tools][prebuilt] with Gemini CLI:
-
-- [AlloyDB for PostgreSQL](https://github.com/gemini-cli-extensions/alloydb)
-- [AlloyDB for PostgreSQL
-  Observability](https://github.com/gemini-cli-extensions/alloydb-observability)
-- [BigQuery Data
-  Analytics](https://github.com/gemini-cli-extensions/bigquery-data-analytics)
-- [BigQuery Conversational
-  Analytics](https://github.com/gemini-cli-extensions/bigquery-conversational-analytics)
-- [Cloud SQL for
-  MySQL](https://github.com/gemini-cli-extensions/cloud-sql-mysql)
-- [Cloud SQL for MySQL
-  Observability](https://github.com/gemini-cli-extensions/cloud-sql-mysql-observability)
-- [Cloud SQL for
-  PostgreSQL](https://github.com/gemini-cli-extensions/cloud-sql-postgresql)
-- [Cloud SQL for PostgreSQL
-  Observability](https://github.com/gemini-cli-extensions/cloud-sql-postgresql-observability)
-- [Cloud SQL for SQL
-  Server](https://github.com/gemini-cli-extensions/cloud-sql-sqlserver)
-- [Cloud SQL for SQL Server
-  Observability](https://github.com/gemini-cli-extensions/cloud-sql-sqlserver-observability)
-- [Looker](https://github.com/gemini-cli-extensions/looker)
-- [Dataplex](https://github.com/gemini-cli-extensions/dataplex)
-- [MySQL](https://github.com/gemini-cli-extensions/mysql)
-- [PostgreSQL](https://github.com/gemini-cli-extensions/postgres)
-- [Spanner](https://github.com/gemini-cli-extensions/spanner)
-- [Firestore](https://github.com/gemini-cli-extensions/firestore-native)
-- [SQL Server](https://github.com/gemini-cli-extensions/sql-server)
-
-[prebuilt]: https://googleapis.github.io/genai-toolbox/reference/prebuilt-tools/
-[gemini-cli-extensions]:
-    https://github.com/google-gemini/gemini-cli/blob/main/docs/extensions/index.md
-
 ## Configuration
 
 The primary way to configure Toolbox is through the `tools.yaml` file. If you
@@ -973,25 +837,6 @@ 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

@@ -35,16 +35,12 @@ 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"
@@ -73,23 +69,7 @@ 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/cloudsqlcloneinstance"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlcreatedatabase"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlcreateusers"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlgetinstances"
@@ -99,14 +79,11 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsqlmssql/cloudsqlmssqlcreateinstance"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsqlmysql/cloudsqlmysqlcreateinstance"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsqlpg/cloudsqlpgcreateinstances"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsqlpg/cloudsqlpgupgradeprecheck"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/couchbase"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/dataform/dataformcompilelocal"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/dataplex/dataplexlookupentry"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/dataplex/dataplexsearchaspecttypes"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/dataplex/dataplexsearchentries"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/dgraph"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/elasticsearch/elasticsearchesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firebird/firebirdexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firebird/firebirdsql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestoreadddocuments"
@@ -120,16 +97,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorevalidaterules"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/http"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookeradddashboardelement"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerconversationalanalytics"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookercreateprojectfile"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerdeleteprojectfile"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerdevmode"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergenerateembedurl"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectiondatabases"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnections"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectionschemas"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectiontablecolumns"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetconnectiontables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetdashboards"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetdimensions"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetexplores"
@@ -138,22 +105,12 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetmeasures"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetmodels"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetparameters"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetprojectfile"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetprojectfiles"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetprojects"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerhealthanalyze"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerhealthpulse"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerhealthvacuum"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookermakedashboard"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookermakelook"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerquery"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerquerysql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerqueryurl"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/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"
@@ -177,40 +134,14 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/neo4j/neo4jschema"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/oceanbase/oceanbaseexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/oceanbase/oceanbasesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/oracle/oracleexecutesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/oracle/oraclesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgresdatabaseoverview"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgresexecutesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgresgetcolumncardinality"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistactivequeries"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistavailableextensions"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistdatabasestats"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistindexes"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistinstalledextensions"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistlocks"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistpgsettings"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistpublicationtables"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistquerystats"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistroles"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistschemas"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistsequences"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttables"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttablespaces"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttriggers"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistviews"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslongrunningtransactions"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgresreplicationstats"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgressql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/redis"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparkcancelbatch"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparkcreatepysparkbatch"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparkcreatesparkbatch"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparkgetbatch"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparklistbatches"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/singlestore/singlestoreexecutesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/singlestore/singlestoresql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerexecutesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerlistgraphs"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerlisttables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannersql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/sqlite/sqliteexecutesql"
@@ -231,7 +162,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/sources/bigtable"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cassandra"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/clickhouse"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/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"
@@ -240,22 +170,17 @@ 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"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/neo4j"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/oceanbase"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/oracle"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/postgres"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/redis"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/serverlessspark"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/singlestore"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/spanner"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/sqlite"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/tidb"
@@ -362,6 +287,7 @@ func NewCommand(opts ...Option) *Command {
 	flags.BoolVar(&cmd.cfg.TelemetryGCP, "telemetry-gcp", false, "Enable exporting directly to Google Cloud Monitoring.")
 	flags.StringVar(&cmd.cfg.TelemetryOTLP, "telemetry-otlp", "", "Enable exporting using OpenTelemetry Protocol (OTLP) to the specified endpoint (e.g. 'http://127.0.0.1:4318')")
 	flags.StringVar(&cmd.cfg.TelemetryServiceName, "telemetry-service-name", "toolbox", "Sets the value of the service.name resource attribute for telemetry data.")
+
 	// Fetch prebuilt tools sources to customize the help description
 	prebuiltHelp := fmt.Sprintf(
 		"Use a prebuilt tool configuration by source type. Cannot be used with --tools-file. Allowed: '%s'.",
@@ -371,7 +297,6 @@ func NewCommand(opts ...Option) *Command {
 	flags.BoolVar(&cmd.cfg.Stdio, "stdio", false, "Listens via MCP STDIO instead of acting as a remote HTTP server.")
 	flags.BoolVar(&cmd.cfg.DisableReload, "disable-reload", false, "Disables dynamic reloading of tools file.")
 	flags.BoolVar(&cmd.cfg.UI, "ui", false, "Launches the Toolbox UI web server.")
-	flags.StringSliceVar(&cmd.cfg.AllowedOrigins, "allowed-origins", []string{"*"}, "Specifies a list of origins permitted to access this server. Defaults to '*'.")
 
 	// wrap RunE command so that we have access to original Command object
 	cmd.RunE = func(*cobra.Command, []string) error { return run(cmd) }
@@ -385,13 +310,12 @@ 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+)(:([^}]*))?\}`)
+	re := regexp.MustCompile(`\$\{(\w+)(:(\w*))?\}`)
 
 	var err error
 	output := re.ReplaceAllStringFunc(input, func(match string) string {
@@ -402,7 +326,7 @@ func parseEnv(input string) (string, error) {
 		if value, found := os.LookupEnv(variableName); found {
 			return value
 		}
-		if len(parts) >= 4 && parts[2] != "" {
+		if parts[2] != "" {
 			return parts[3]
 		}
 		err = fmt.Errorf("environment variable not found: %q", variableName)
@@ -438,7 +362,6 @@ 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
@@ -488,20 +411,11 @@ 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, toolset and prompt 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, and toolset has a unique name across all files", strings.Join(conflicts, "\n  - "))
 	}
 
 	return merged, nil
@@ -575,14 +489,14 @@ func handleDynamicReload(ctx context.Context, toolsFile ToolsFile, s *server.Ser
 		panic(err)
 	}
 
-	sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, err := validateReloadEdits(ctx, toolsFile)
+	sourcesMap, authServicesMap, toolsMap, toolsetsMap, 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, promptsMap, promptsetsMap)
+	s.ResourceMgr.SetResources(sourcesMap, authServicesMap, toolsMap, toolsetsMap)
 
 	return nil
 }
@@ -590,7 +504,7 @@ 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, map[string]prompts.Prompt, map[string]prompts.Promptset, error,
+) (map[string]sources.Source, map[string]auth.AuthService, map[string]tools.Tool, map[string]tools.Toolset, error,
 ) {
 	logger, err := util.LoggerFromContext(ctx)
 	if err != nil {
@@ -613,17 +527,16 @@ func validateReloadEdits(
 		AuthServiceConfigs: toolsFile.AuthServices,
 		ToolConfigs:        toolsFile.Tools,
 		ToolsetConfigs:     toolsFile.Toolsets,
-		PromptConfigs:      toolsFile.Prompts,
 	}
 
-	sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, err := server.InitializeConfigs(ctx, reloadedConfig)
+	sourcesMap, authServicesMap, toolsMap, toolsetsMap, err := server.InitializeConfigs(ctx, reloadedConfig)
 	if err != nil {
 		errMsg := fmt.Errorf("unable to initialize reloaded configs: %w", err)
 		logger.WarnContext(ctx, errMsg.Error())
-		return nil, nil, nil, nil, nil, nil, err
+		return nil, nil, nil, nil, err
 	}
 
-	return sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, nil
+	return sourcesMap, authServicesMap, toolsMap, toolsetsMap, nil
 }
 
 // watchChanges checks for changes in the provided yaml tools file(s) or folder.
@@ -914,8 +827,7 @@ func run(cmd *Command) error {
 		}
 	}
 
-	cmd.cfg.SourceConfigs, cmd.cfg.AuthServiceConfigs, cmd.cfg.ToolConfigs, cmd.cfg.ToolsetConfigs, cmd.cfg.PromptConfigs = toolsFile.Sources, toolsFile.AuthServices, toolsFile.Tools, toolsFile.Toolsets, toolsFile.Prompts
-
+	cmd.cfg.SourceConfigs, cmd.cfg.AuthServiceConfigs, cmd.cfg.ToolConfigs, cmd.cfg.ToolsetConfigs = toolsFile.Sources, toolsFile.AuthServices, toolsFile.Tools, toolsFile.Toolsets
 	authSourceConfigs := toolsFile.AuthSources
 	if authSourceConfigs != nil {
 		cmd.logger.WarnContext(ctx, "`authSources` is deprecated, use `authServices` instead")

cmd/root_test.go

@@ -34,8 +34,6 @@ 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"
@@ -45,7 +43,6 @@ import (
 	"github.com/googleapis/genai-toolbox/internal/tools/http"
 	"github.com/googleapis/genai-toolbox/internal/tools/postgres/postgressql"
 	"github.com/googleapis/genai-toolbox/internal/util"
-	"github.com/googleapis/genai-toolbox/internal/util/parameters"
 	"github.com/spf13/cobra"
 )
 
@@ -63,9 +60,6 @@ func withDefaults(c server.ServerConfig) server.ServerConfig {
 	if c.TelemetryServiceName == "" {
 		c.TelemetryServiceName = "toolbox"
 	}
-	if c.AllowedOrigins == nil {
-		c.AllowedOrigins = []string{"*"}
-	}
 	return c
 }
 
@@ -197,13 +191,6 @@ func TestServerConfigFlags(t *testing.T) {
 				DisableReload: true,
 			}),
 		},
-		{
-			desc: "allowed origin",
-			args: []string{"--allowed-origins", "http://foo.com,http://bar.com"},
-			want: withDefaults(server.ServerConfig{
-				AllowedOrigins: []string{"http://foo.com", "http://bar.com"},
-			}),
-		},
 	}
 	for _, tc := range tcs {
 		t.Run(tc.desc, func(t *testing.T) {
@@ -526,8 +513,8 @@ func TestParseToolFile(t *testing.T) {
 						Source:      "my-pg-instance",
 						Description: "some description",
 						Statement:   "SELECT * FROM SQL_STATEMENT;\n",
-						Parameters: []parameters.Parameter{
-							parameters.NewStringParameter("country", "some description"),
+						Parameters: []tools.Parameter{
+							tools.NewStringParameter("country", "some description"),
 						},
 						AuthRequired: []string{},
 					},
@@ -538,38 +525,6 @@ 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: parameters.NewStringParameter("country", "The country to analyze.")},
-						},
-						Messages: []prompts.Message{
-							{Role: "user", Content: "Analyze the data for {{.country}}."},
-						},
-					},
-				},
 			},
 		},
 	}
@@ -589,10 +544,7 @@ 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 toolsets parse: diff %v", diff)
-			}
-			if diff := cmp.Diff(tc.wantToolsFile.Prompts, toolsFile.Prompts); diff != "" {
-				t.Fatalf("incorrect prompts parse: diff %v", diff)
+				t.Fatalf("incorrect tools parse: diff %v", diff)
 			}
 		})
 	}
@@ -693,10 +645,10 @@ func TestParseToolFileWithAuth(t *testing.T) {
 						Description:  "some description",
 						Statement:    "SELECT * FROM SQL_STATEMENT;\n",
 						AuthRequired: []string{},
-						Parameters: []parameters.Parameter{
-							parameters.NewStringParameter("country", "some description"),
-							parameters.NewIntParameterWithAuth("id", "user id", []parameters.ParamAuthService{{Name: "my-google-service", Field: "user_id"}}),
-							parameters.NewStringParameterWithAuth("email", "user email", []parameters.ParamAuthService{{Name: "my-google-service", Field: "email"}, {Name: "other-google-service", Field: "other_email"}}),
+						Parameters: []tools.Parameter{
+							tools.NewStringParameter("country", "some description"),
+							tools.NewIntParameterWithAuth("id", "user id", []tools.ParamAuthService{{Name: "my-google-service", Field: "user_id"}}),
+							tools.NewStringParameterWithAuth("email", "user email", []tools.ParamAuthService{{Name: "my-google-service", Field: "email"}, {Name: "other-google-service", Field: "other_email"}}),
 						},
 					},
 				},
@@ -706,7 +658,6 @@ func TestParseToolFileWithAuth(t *testing.T) {
 						ToolNames: []string{"example_tool"},
 					},
 				},
-				Prompts: nil,
 			},
 		},
 		{
@@ -793,10 +744,10 @@ func TestParseToolFileWithAuth(t *testing.T) {
 						Description:  "some description",
 						Statement:    "SELECT * FROM SQL_STATEMENT;\n",
 						AuthRequired: []string{},
-						Parameters: []parameters.Parameter{
-							parameters.NewStringParameter("country", "some description"),
-							parameters.NewIntParameterWithAuth("id", "user id", []parameters.ParamAuthService{{Name: "my-google-service", Field: "user_id"}}),
-							parameters.NewStringParameterWithAuth("email", "user email", []parameters.ParamAuthService{{Name: "my-google-service", Field: "email"}, {Name: "other-google-service", Field: "other_email"}}),
+						Parameters: []tools.Parameter{
+							tools.NewStringParameter("country", "some description"),
+							tools.NewIntParameterWithAuth("id", "user id", []tools.ParamAuthService{{Name: "my-google-service", Field: "user_id"}}),
+							tools.NewStringParameterWithAuth("email", "user email", []tools.ParamAuthService{{Name: "my-google-service", Field: "email"}, {Name: "other-google-service", Field: "other_email"}}),
 						},
 					},
 				},
@@ -806,7 +757,6 @@ func TestParseToolFileWithAuth(t *testing.T) {
 						ToolNames: []string{"example_tool"},
 					},
 				},
-				Prompts: nil,
 			},
 		},
 		{
@@ -895,10 +845,10 @@ func TestParseToolFileWithAuth(t *testing.T) {
 						Description:  "some description",
 						Statement:    "SELECT * FROM SQL_STATEMENT;\n",
 						AuthRequired: []string{"my-google-service"},
-						Parameters: []parameters.Parameter{
-							parameters.NewStringParameter("country", "some description"),
-							parameters.NewIntParameterWithAuth("id", "user id", []parameters.ParamAuthService{{Name: "my-google-service", Field: "user_id"}}),
-							parameters.NewStringParameterWithAuth("email", "user email", []parameters.ParamAuthService{{Name: "my-google-service", Field: "email"}, {Name: "other-google-service", Field: "other_email"}}),
+						Parameters: []tools.Parameter{
+							tools.NewStringParameter("country", "some description"),
+							tools.NewIntParameterWithAuth("id", "user id", []tools.ParamAuthService{{Name: "my-google-service", Field: "user_id"}}),
+							tools.NewStringParameterWithAuth("email", "user email", []tools.ParamAuthService{{Name: "my-google-service", Field: "email"}, {Name: "other-google-service", Field: "other_email"}}),
 						},
 					},
 				},
@@ -908,7 +858,6 @@ func TestParseToolFileWithAuth(t *testing.T) {
 						ToolNames: []string{"example_tool"},
 					},
 				},
-				Prompts: nil,
 			},
 		},
 	}
@@ -928,10 +877,7 @@ 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 toolsets parse: diff %v", diff)
-			}
-			if diff := cmp.Diff(tc.wantToolsFile.Prompts, toolsFile.Prompts); diff != "" {
-				t.Fatalf("incorrect prompts parse: diff %v", diff)
+				t.Fatalf("incorrect tools parse: diff %v", diff)
 			}
 		})
 	}
@@ -948,8 +894,6 @@ 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)
@@ -1023,14 +967,6 @@ func TestEnvVarReplacement(t *testing.T) {
 			toolsets:
 				${toolset_name}:
 					- example_tool
-
-						
-			prompts:
-				${prompt_name}:
-					description: A test prompt for {{.name}}.
-					messages:
-						- role: user
-						  content: ${prompt_content}
 			`,
 			wantToolsFile: ToolsFile{
 				Sources: server.SourceConfigs{
@@ -1064,9 +1000,9 @@ func TestEnvVarReplacement(t *testing.T) {
 						Path:         "search?name=alice&pet=cat",
 						Description:  "some description",
 						AuthRequired: []string{"my-google-auth-service", "other-auth-service"},
-						QueryParams: []parameters.Parameter{
-							parameters.NewStringParameterWithAuth("country", "some description",
-								[]parameters.ParamAuthService{{Name: "my-google-auth-service", Field: "user_id"},
+						QueryParams: []tools.Parameter{
+							tools.NewStringParameterWithAuth("country", "some description",
+								[]tools.ParamAuthService{{Name: "my-google-auth-service", Field: "user_id"},
 									{Name: "other-auth-service", Field: "user_id"}}),
 						},
 						RequestBody: `{
@@ -1076,9 +1012,9 @@ func TestEnvVarReplacement(t *testing.T) {
   "other": "$OTHER"
 }
 `,
-						BodyParams:   []parameters.Parameter{parameters.NewIntParameter("age", "age num"), parameters.NewStringParameter("city", "city string")},
+						BodyParams:   []tools.Parameter{tools.NewIntParameter("age", "age num"), tools.NewStringParameter("city", "city string")},
 						Headers:      map[string]string{"Authorization": "API_KEY", "Content-Type": "application/json"},
-						HeaderParams: []parameters.Parameter{parameters.NewStringParameter("Language", "language string")},
+						HeaderParams: []tools.Parameter{tools.NewStringParameter("Language", "language string")},
 					},
 				},
 				Toolsets: server.ToolsetConfigs{
@@ -1087,19 +1023,6 @@ 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,
-					},
-				},
 			},
 		},
 	}
@@ -1119,13 +1042,11 @@ 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 toolsets parse: diff %v", diff)
-			}
-			if diff := cmp.Diff(tc.wantToolsFile.Prompts, toolsFile.Prompts); diff != "" {
-				t.Fatalf("incorrect prompts parse: diff %v", diff)
+				t.Fatalf("incorrect tools parse: diff %v", diff)
 			}
 		})
 	}
+
 }
 
 // normalizeFilepaths is a helper function to allow same filepath formats for Mac and Windows.
@@ -1323,19 +1244,15 @@ func TestPrebuiltTools(t *testing.T) {
 	mysql_config, _ := prebuiltconfigs.Get("mysql")
 	mssql_config, _ := prebuiltconfigs.Get("mssql")
 	looker_config, _ := prebuiltconfigs.Get("looker")
-	lookerca_config, _ := prebuiltconfigs.Get("looker-conversational-analytics")
 	postgresconfig, _ := prebuiltconfigs.Get("postgres")
 	spanner_config, _ := prebuiltconfigs.Get("spanner")
 	spannerpg_config, _ := prebuiltconfigs.Get("spanner-postgres")
-	mindsdb_config, _ := prebuiltconfigs.Get("mindsdb")
 	sqlite_config, _ := prebuiltconfigs.Get("sqlite")
 	neo4jconfig, _ := prebuiltconfigs.Get("neo4j")
 	alloydbobsvconfig, _ := prebuiltconfigs.Get("alloydb-postgres-observability")
 	cloudsqlpgobsvconfig, _ := prebuiltconfigs.Get("cloud-sql-postgres-observability")
 	cloudsqlmysqlobsvconfig, _ := prebuiltconfigs.Get("cloud-sql-mysql-observability")
 	cloudsqlmssqlobsvconfig, _ := prebuiltconfigs.Get("cloud-sql-mssql-observability")
-	serverless_spark_config, _ := prebuiltconfigs.Get("serverless-spark")
-	cloudhealthcare_config, _ := prebuiltconfigs.Get("cloud-healthcare")
 
 	// Set environment variables
 	t.Setenv("API_KEY", "your_api_key")
@@ -1387,9 +1304,6 @@ func TestPrebuiltTools(t *testing.T) {
 	t.Setenv("CLOUD_SQL_MSSQL_PASSWORD", "your_cloudsql_mssql_password")
 	t.Setenv("CLOUD_SQL_POSTGRES_PASSWORD", "your_cloudsql_pg_password")
 
-	t.Setenv("SERVERLESS_SPARK_PROJECT", "your_gcp_project_id")
-	t.Setenv("SERVERLESS_SPARK_LOCATION", "your_gcp_location")
-
 	t.Setenv("POSTGRES_HOST", "localhost")
 	t.Setenv("POSTGRES_PORT", "5432")
 	t.Setenv("POSTGRES_DATABASE", "your_postgres_db")
@@ -1408,20 +1322,11 @@ 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")
 	t.Setenv("LOOKER_VERIFY_SSL", "true")
 
-	t.Setenv("LOOKER_PROJECT", "your_project_id")
-	t.Setenv("LOOKER_LOCATION", "us")
-
 	t.Setenv("SQLITE_DATABASE", "test.db")
 
 	t.Setenv("NEO4J_URI", "bolt://localhost:7687")
@@ -1429,10 +1334,6 @@ 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)
@@ -1458,7 +1359,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"cloud_sql_postgres_admin_tools": tools.ToolsetConfig{
 					Name:      "cloud_sql_postgres_admin_tools",
-					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation", "postgres_upgrade_precheck", "clone_instance"},
+					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation"},
 				},
 			},
 		},
@@ -1468,7 +1369,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"cloud_sql_mysql_admin_tools": tools.ToolsetConfig{
 					Name:      "cloud_sql_mysql_admin_tools",
-					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation", "clone_instance"},
+					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation"},
 				},
 			},
 		},
@@ -1478,7 +1379,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"cloud_sql_mssql_admin_tools": tools.ToolsetConfig{
 					Name:      "cloud_sql_mssql_admin_tools",
-					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation", "clone_instance"},
+					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation"},
 				},
 			},
 		},
@@ -1488,7 +1389,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"alloydb_postgres_database_tools": tools.ToolsetConfig{
 					Name:      "alloydb_postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality", "list_publication_tables", "list_tablespaces", "list_pg_settings", "list_database_stats", "list_roles"},
+					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"},
 				},
 			},
 		},
@@ -1518,7 +1419,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"cloud_sql_postgres_database_tools": tools.ToolsetConfig{
 					Name:      "cloud_sql_postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality", "list_publication_tables", "list_tablespaces", "list_pg_settings", "list_database_stats", "list_roles"},
+					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"},
 				},
 			},
 		},
@@ -1552,16 +1453,6 @@ func TestPrebuiltTools(t *testing.T) {
 				},
 			},
 		},
-		{
-			name: "serverless spark prebuilt tools",
-			in:   serverless_spark_config,
-			wantToolset: server.ToolsetConfigs{
-				"serverless_spark_tools": tools.ToolsetConfig{
-					Name:      "serverless_spark_tools",
-					ToolNames: []string{"list_batches", "get_batch", "cancel_batch", "create_pyspark_batch", "create_spark_batch"},
-				},
-			},
-		},
 		{
 			name: "firestore prebuilt tools",
 			in:   firestoreconfig,
@@ -1598,17 +1489,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"looker_tools": tools.ToolsetConfig{
 					Name:      "looker_tools",
-					ToolNames: []string{"get_models", "get_explores", "get_dimensions", "get_measures", "get_filters", "get_parameters", "query", "query_sql", "query_url", "get_looks", "run_look", "make_look", "get_dashboards", "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"},
-				},
-			},
-		},
-		{
-			name: "looker-conversational-analytics prebuilt tools",
-			in:   lookerca_config,
-			wantToolset: server.ToolsetConfigs{
-				"looker_conversational_analytics_tools": tools.ToolsetConfig{
-					Name:      "looker_conversational_analytics_tools",
-					ToolNames: []string{"ask_data_insights", "get_models", "get_explores"},
+					ToolNames: []string{"get_models", "get_explores", "get_dimensions", "get_measures", "get_filters", "get_parameters", "query", "query_sql", "query_url", "get_looks", "run_look", "make_look", "get_dashboards", "make_dashboard", "add_dashboard_element"},
 				},
 			},
 		},
@@ -1618,7 +1499,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"postgres_database_tools": tools.ToolsetConfig{
 					Name:      "postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality", "list_publication_tables", "list_tablespaces", "list_pg_settings", "list_database_stats", "list_roles"},
+					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"},
 				},
 			},
 		},
@@ -1628,7 +1509,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"spanner-database-tools": tools.ToolsetConfig{
 					Name:      "spanner-database-tools",
-					ToolNames: []string{"execute_sql", "execute_sql_dql", "list_tables", "list_graphs"},
+					ToolNames: []string{"execute_sql", "execute_sql_dql", "list_tables"},
 				},
 			},
 		},
@@ -1642,16 +1523,6 @@ 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,
@@ -1712,24 +1583,6 @@ 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 {
@@ -1741,164 +1594,6 @@ 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)
-			}
-		})
-	}
-}
-
-func TestMutuallyExclusiveFlags(t *testing.T) {
-	testCases := []struct {
-		desc      string
-		args      []string
-		errString string
-	}{
-		{
-			desc:      "--prebuilt and --tools-file",
-			args:      []string{"--prebuilt", "alloydb", "--tools-file", "my.yaml"},
-			errString: "--prebuilt and --tools-file/--tools-files/--tools-folder flags cannot be used simultaneously",
-		},
-		{
-			desc:      "--tools-file and --tools-files",
-			args:      []string{"--tools-file", "my.yaml", "--tools-files", "a.yaml,b.yaml"},
-			errString: "--tools-file, --tools-files, and --tools-folder flags cannot be used simultaneously",
-		},
-		{
-			desc:      "--tools-folder and --tools-files",
-			args:      []string{"--tools-folder", "./", "--tools-files", "a.yaml,b.yaml"},
-			errString: "--tools-file, --tools-files, and --tools-folder flags cannot be used simultaneously",
-		},
-	}
-
-	for _, tc := range testCases {
-		t.Run(tc.desc, func(t *testing.T) {
-			cmd := NewCommand()
-			cmd.SetArgs(tc.args)
-			err := cmd.Execute()
-			if err == nil {
-				t.Fatalf("expected an error but got none")
-			}
-			if !strings.Contains(err.Error(), tc.errString) {
-				t.Errorf("expected error message to contain %q, but got %q", tc.errString, err.Error())
-			}
-		})
-	}
-}
-
-func TestFileLoadingErrors(t *testing.T) {
-	t.Run("non-existent tools-file", func(t *testing.T) {
-		cmd := NewCommand()
-		// Use a file that is guaranteed not to exist
-		nonExistentFile := filepath.Join(t.TempDir(), "non-existent-tools.yaml")
-		cmd.SetArgs([]string{"--tools-file", nonExistentFile})
-
-		err := cmd.Execute()
-		if err == nil {
-			t.Fatal("expected an error for non-existent file but got none")
-		}
-		if !strings.Contains(err.Error(), "unable to read tool file") {
-			t.Errorf("expected error about reading file, but got: %v", err)
-		}
-	})
-
-	t.Run("non-existent tools-folder", func(t *testing.T) {
-		cmd := NewCommand()
-		nonExistentFolder := filepath.Join(t.TempDir(), "non-existent-folder")
-		cmd.SetArgs([]string{"--tools-folder", nonExistentFolder})
-
-		err := cmd.Execute()
-		if err == nil {
-			t.Fatal("expected an error for non-existent folder but got none")
-		}
-		if !strings.Contains(err.Error(), "unable to access tools folder") {
-			t.Errorf("expected error about accessing folder, but got: %v", err)
-		}
-	})
-}
-
-func TestMergeToolsFiles(t *testing.T) {
-	file1 := ToolsFile{
-		Sources:  server.SourceConfigs{"source1": httpsrc.Config{Name: "source1"}},
-		Tools:    server.ToolConfigs{"tool1": http.Config{Name: "tool1"}},
-		Toolsets: server.ToolsetConfigs{"set1": tools.ToolsetConfig{Name: "set1"}},
-	}
-	file2 := ToolsFile{
-		AuthServices: server.AuthServiceConfigs{"auth1": google.Config{Name: "auth1"}},
-		Tools:        server.ToolConfigs{"tool2": http.Config{Name: "tool2"}},
-		Toolsets:     server.ToolsetConfigs{"set2": tools.ToolsetConfig{Name: "set2"}},
-	}
-	fileWithConflicts := ToolsFile{
-		Sources: server.SourceConfigs{"source1": httpsrc.Config{Name: "source1"}},
-		Tools:   server.ToolConfigs{"tool2": http.Config{Name: "tool2"}},
-	}
-
-	testCases := []struct {
-		name    string
-		files   []ToolsFile
-		want    ToolsFile
-		wantErr bool
-	}{
-		{
-			name:  "merge two distinct files",
-			files: []ToolsFile{file1, file2},
-			want: ToolsFile{
-				Sources:      server.SourceConfigs{"source1": httpsrc.Config{Name: "source1"}},
-				AuthServices: server.AuthServiceConfigs{"auth1": google.Config{Name: "auth1"}},
-				Tools:        server.ToolConfigs{"tool1": http.Config{Name: "tool1"}, "tool2": http.Config{Name: "tool2"}},
-				Toolsets:     server.ToolsetConfigs{"set1": tools.ToolsetConfig{Name: "set1"}, "set2": tools.ToolsetConfig{Name: "set2"}},
-				Prompts:      server.PromptConfigs{},
-			},
-			wantErr: false,
-		},
-		{
-			name:    "merge with conflicts",
-			files:   []ToolsFile{file1, file2, fileWithConflicts},
-			wantErr: true,
-		},
-		{
-			name:  "merge single file",
-			files: []ToolsFile{file1},
-			want: ToolsFile{
-				Sources:      file1.Sources,
-				AuthServices: make(server.AuthServiceConfigs),
-				Tools:        file1.Tools,
-				Toolsets:     file1.Toolsets,
-				Prompts:      server.PromptConfigs{},
-			},
-		},
-		{
-			name:  "merge empty list",
-			files: []ToolsFile{},
-			want: ToolsFile{
-				Sources:      make(server.SourceConfigs),
-				AuthServices: make(server.AuthServiceConfigs),
-				Tools:        make(server.ToolConfigs),
-				Toolsets:     make(server.ToolsetConfigs),
-				Prompts:      server.PromptConfigs{},
-			},
-		},
-	}
-
-	for _, tc := range testCases {
-		t.Run(tc.name, func(t *testing.T) {
-			got, err := mergeToolsFiles(tc.files...)
-			if (err != nil) != tc.wantErr {
-				t.Fatalf("mergeToolsFiles() error = %v, wantErr %v", err, tc.wantErr)
-			}
-			if !tc.wantErr {
-				if diff := cmp.Diff(tc.want, got); diff != "" {
-					t.Errorf("mergeToolsFiles() mismatch (-want +got):\n%s", diff)
-				}
-			} else {
-				if err == nil {
-					t.Fatal("expected an error for conflicting files but got none")
-				}
-				if !strings.Contains(err.Error(), "resource conflicts detected") {
-					t.Errorf("expected conflict error, but got: %v", err)
-				}
-			}
 		})
 	}
 }

cmd/version.txt

@@ -1 +1 @@
-0.22.0
+0.16.0

docs/ALLOYDBADMIN_README.md

@@ -1,73 +0,0 @@
-# AlloyDB for PostgreSQL Admin MCP Server
-
-The AlloyDB Model Context Protocol (MCP) Server gives AI-powered development tools the ability to work with your Google Cloud AlloyDB for PostgreSQL resources. It supports full lifecycle control, from creating clusters and instances to exploring schemas and running queries.
-
-## Features
-
-An editor configured to use the AlloyDB MCP server can use its AI capabilities to help you:
-
-* **Provision & Manage Infrastructure**: Create and manage AlloyDB clusters, instances, and users
-
-To connect to the database to explore and query data, search the MCP store for the AlloyDB for PostgreSQL MCP Server.
-
-## Prerequisites
-
-*   [Node.js](https://nodejs.org/) installed.
-*   A Google Cloud project with the **AlloyDB API** enabled.
-*   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
-*   IAM Permissions:
-    *   AlloyDB Admin (`roles/alloydb.admin`) (for managing infrastructure)
-    *   Service Usage Consumer (`roles/serviceusage.serviceUsageConsumer`)
-
-## Install & Configuration
-
-In the Antigravity MCP Store, click the "Install" button.
-
-You'll now be able to see all enabled tools in the "Tools" tab.
-
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
-## Usage
-
-Once configured, the MCP server will automatically provide AlloyDB capabilities to your AI assistant. You can:
-
-*   "Create a new AlloyDB cluster named 'e-commerce-prod' in the 'my-gcp-project' project."
-*   "Add a read-only instance to my 'e-commerce-prod' cluster."
-*   "Create a new user named 'analyst' with read access to all tables."
-
-## Server Capabilities
-
-The AlloyDB MCP server provides the following tools:
-
-| Tool Name            | Description                                                        |
-|:---------------------|:-------------------------------------------------------------------|
-| `create_cluster`     | Create an AlloyDB cluster.                                         |
-| `create_instance`    | Create an AlloyDB instance (PRIMARY, READ-POOL, or SECONDARY).     |
-| `create_user`        | Create ALLOYDB-BUILT-IN or IAM-based users for an AlloyDB cluster. |
-| `get_cluster`        | Get details about an AlloyDB cluster.                              |
-| `get_instance`       | Get details about an AlloyDB instance.                             |
-| `get_user`           | Get details about a user in an AlloyDB cluster.                    |
-| `list_clusters`      | List clusters in a given project and location.                     |
-| `list_instances`     | List instances in a given project and location.                    |
-| `list_users`         | List users in a given project and location.                        |
-| `wait_for_operation` | Poll the operations API until the operation is done.               |
-
-## Custom MCP Server Configuration
-
-Add the following configuration to your MCP client (e.g., `settings.json` for Gemini CLI, `mcp_config.json` for Antigravity):
-
-```json
-{
-  "mcpServers": {
-    "alloydb-admin": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "alloydb-postgres-admin", "--stdio"]
-    }
-  }
-}
-```
-
-## Documentation
-
-For more information, visit the [AlloyDB for PostgreSQL documentation](https://cloud.google.com/alloydb/docs).

docs/ALLOYDBPG_README.md

@@ -1,94 +0,0 @@
-# AlloyDB for PostgreSQL MCP Server
-
-The AlloyDB Model Context Protocol (MCP) Server gives AI-powered development tools the ability to work with your Google Cloud AlloyDB for PostgreSQL resources. It supports full lifecycle control, from exploring schemas and running queries to monitoring your database.
-
-## Features
-
-An editor configured to use the AlloyDB MCP server can use its AI capabilities to help you:
-
-- **Explore Schemas and Data** - List tables, get table details, and view data
-- **Execute SQL** - Run SQL queries directly from your editor
-- **Monitor Performance** - View active queries, query plans, and other performance metrics (via observability tools)
-- **Manage Extensions** - List available and installed PostgreSQL extensions
-
-For AlloyDB infrastructure management, search the MCP store for the AlloyDB for PostgreSQL Admin MCP Server.
-
-## Prerequisites
-
-*   [Node.js](https://nodejs.org/) installed.
-*   A Google Cloud project with the **AlloyDB API** enabled.
-*   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
-*   IAM Permissions:
-    *   AlloyDB Client (`roles/alloydb.client`) (for connecting and querying)
-    *   Service Usage Consumer (`roles/serviceusage.serviceUsageConsumer`)
-
-> **Note:** If your AlloyDB instance uses private IPs, you must run the MCP server in the same Virtual Private Cloud (VPC) network.
-
-## Install & Configuration
-
-1. In the Antigravity MCP Store, click the "Install" button.
-
-2. Add the required inputs for your [cluster](https://docs.cloud.google.com/alloydb/docs/cluster-list) in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
-
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
-You'll now be able to see all enabled tools in the "Tools" tab.
-
-## Usage
-
-Once configured, the MCP server will automatically provide AlloyDB capabilities to your AI assistant. You can:
-
-*   "Show me all tables in the 'orders' database."
-*   "What are the columns in the 'products' table?"
-*   "How many orders were placed in the last 30 days?"
-
-## Server Capabilities
-
-The AlloyDB MCP server provides the following tools:
-
-| Tool Name                        | Description                                                |
-|:---------------------------------|:-----------------------------------------------------------|
-| `list_tables`                    | Lists detailed schema information for user-created tables. |
-| `execute_sql`                    | Executes a SQL query.                                      |
-| `list_active_queries`            | List currently running queries.                            |
-| `list_available_extensions`      | List available extensions for installation.                |
-| `list_installed_extensions`      | List installed extensions.                                 |
-| `get_query_plan`                 | Get query plan for a SQL statement.                        |
-| `list_autovacuum_configurations` | List autovacuum configurations and their values.           |
-| `list_memory_configurations`     | List memory configurations and their values.               |
-| `list_top_bloated_tables`        | List top bloated tables.                                   |
-| `list_replication_slots`         | List replication slots.                                    |
-| `list_invalid_indexes`           | List invalid indexes.                                      |
-
-## Custom MCP Server Configuration
-
-The AlloyDB MCP server is configured using environment variables.
-
-```bash
-export ALLOYDB_POSTGRES_PROJECT="<your-gcp-project-id>"
-export ALLOYDB_POSTGRES_REGION="<your-alloydb-region>"
-export ALLOYDB_POSTGRES_CLUSTER="<your-alloydb-cluster-id>"
-export ALLOYDB_POSTGRES_INSTANCE="<your-alloydb-instance-id>"
-export ALLOYDB_POSTGRES_DATABASE="<your-database-name>"
-export ALLOYDB_POSTGRES_USER="<your-database-user>"  # Optional
-export ALLOYDB_POSTGRES_PASSWORD="<your-database-password>"  # Optional
-export ALLOYDB_POSTGRES_IP_TYPE="PUBLIC"  # Optional: `PUBLIC`, `PRIVATE`, `PSC`. Defaults to `PUBLIC`.
-```
-
-Add the following configuration to your MCP client (e.g., `settings.json` for Gemini CLI, `mcp_config.json` for Antigravity):
-
-```json
-{
-  "mcpServers": {
-    "alloydb-postgres": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "alloydb-postgres", "--stdio"]
-    }
-  }
-}
-```
-
-## Documentation
-
-For more information, visit the [AlloyDB for PostgreSQL documentation](https://cloud.google.com/alloydb/docs).

docs/BIGQUERY_README.md

@@ -1,88 +0,0 @@
-# BigQuery MCP Server
-
-The BigQuery Model Context Protocol (MCP) Server enables AI-powered development tools to seamlessly connect, interact, and generate data insights with your BigQuery datasets and data using natural language commands.
-
-## Features
-
-An editor configured to use the BigQuery MCP server can use its AI capabilities to help you:
-
-- **Natural Language to Data Analytics:** Easily find required BigQuery tables and ask analytical questions in plain English.
-- **Seamless Workflow:** Stay within your CLI, eliminating the need to constantly switch to the GCP console for generating analytical insights.
-- **Run Advanced Analytics:** Generate forecasts and perform contribution analysis using built-in advanced tools.
-
-## Prerequisites
-
-*   [Node.js](https://nodejs.org/) installed.
-*   A Google Cloud project with the **BigQuery API** enabled.
-*   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
-*   IAM Permissions:
-    *   BigQuery User (`roles/bigquery.user`)
-
-## Install & Configuration
-
-1. In the Antigravity MCP Store, click the "Install" button.
-
-2. Add the required inputs in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
-
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
-You'll now be able to see all enabled tools in the "Tools" tab.
-
-
-### Usage 
-
-Once configured, the MCP server will automatically provide BigQuery capabilities to your AI assistant. You can:
-
-
-*   **Find Data:**
-
-    *   "Find tables related to PyPi downloads"
-    *   "Find tables related to Google analytics data in the dataset bigquery-public-data"
-
-*   **Generate Analytics and Insights:**
-
-    *   "Using bigquery-public-data.pypi.file_downloads show me the top 10 downloaded pypi packages this month."
-    *   "Using bigquery-public-data.pypi.file_downloads can you forecast downloads for the last four months of 2025 for package urllib3?"
-
-## Server Capabilities
-
-The BigQuery MCP server provides the following tools:
-
-| Tool Name              | Description                                                     |
-|:-----------------------|:----------------------------------------------------------------|
-| `execute_sql`          | Executes a SQL query.                                           |
-| `forecast`             | Forecast time series data.                                      |
-| `get_dataset_info`     | Get dataset metadata.                                           |
-| `get_table_info`       | Get table metadata.                                             |
-| `list_dataset_ids`     | Lists dataset IDs in the database.                              |
-| `list_table_ids`       | Lists table IDs in the database.                                |
-| `analyze_contribution` | Perform contribution analysis, also called key driver analysis. |
-| `search_catalog`       | Search for tables based on the provided query.                  |
-
-## Custom MCP Server Configuration
-
-The BigQuery MCP server is configured using environment variables.
-
-```bash
-export BIGQUERY_PROJECT="<your-gcp-project-id>"
-export BIGQUERY_LOCATION="<your-dataset-location>"  # Optional
-export BIGQUERY_USE_CLIENT_OAUTH="true"  # Optional
-```
-
-Add the following configuration to your MCP client (e.g., `settings.json` for Gemini CLI, `mcp_config.json` for Antigravity):
-
-```json
-{
-  "mcpServers": {
-    "bigquery": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "bigquery", "--stdio"]
-    }
-  }
-}
-```
-
-## Documentation
-
-For more information, visit the [BigQuery documentation](https://cloud.google.com/bigquery/docs).

docs/CLOUDSQLMSSQLADMIN_README.md

@@ -1,70 +0,0 @@
-# Cloud SQL for SQL Server Admin MCP Server
-
-The Cloud SQL for SQL Server Model Context Protocol (MCP) Server gives AI-powered development tools the ability to work with your Google Cloud SQL for SQL Server databases. It supports connecting to instances, exploring schemas, and running queries.
-
-## Features
-
-An editor configured to use the Cloud SQL for SQL Server MCP server can use its AI capabilities to help you:
-
-- **Provision & Manage Infrastructure** - Create and manage Cloud SQL instances and users
-
-To connect to the database to explore and query data, search the MCP store for the Cloud SQL for SQL Server MCP Server.
-
-## Prerequisites
-
-*   [Node.js](https://nodejs.org/) installed.
-*   A Google Cloud project with the **Cloud SQL Admin API** enabled.
-*   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
-*   IAM Permissions:
-  * Cloud SQL Viewer (`roles/cloudsql.viewer`)
-  * Cloud SQL Admin (`roles/cloudsql.admin`)
-
-## Install & Configuration
-
-In the Antigravity MCP Store, click the "Install" button.
-
-You'll now be able to see all enabled tools in the "Tools" tab.
-
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
-## Usage
-
-Once configured, the MCP server will automatically provide Cloud SQL for SQL Server capabilities to your AI assistant. You can:
-
-  * "Create a new Cloud SQL for SQL Server instance named 'e-commerce-prod' in the 'my-gcp-project' project."
-  * "Create a new user named 'analyst' with read access to all tables."
-
-## Server Capabilities
-
-The Cloud SQL for SQL Server MCP server provides the following tools:
-
-| Tool Name            | Description                                            |
-|:---------------------|:-------------------------------------------------------|
-| `create_instance`    | Create an instance (PRIMARY, READ-POOL, or SECONDARY). |
-| `create_user`        | Create BUILT-IN or IAM-based users for an instance.    |
-| `get_instance`       | Get details about an instance.                         |
-| `get_user`           | Get details about a user in an instance.               |
-| `list_instances`     | List instances in a given project and location.        |
-| `list_users`         | List users in a given project and location.            |
-| `wait_for_operation` | Poll the operations API until the operation is done.   |
-
-
-## Custom MCP Server Configuration
-
-Add the following configuration to your MCP client (e.g., `settings.json` for Gemini CLI, `mcp_config.json` for Antigravity):
-
-```json
-{
-  "mcpServers": {
-    "cloud-sql-sqlserver-admin": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "cloud-sql-mssql-admin", "--stdio"]
-    }
-  }
-}
-```
-
-## Documentation
-
-For more information, visit the [Cloud SQL for SQL Server documentation](https://cloud.google.com/sql/docs/sqlserver).

docs/CLOUDSQLMSSQL_README.md

@@ -1,89 +0,0 @@
-# Cloud SQL for SQL Server MCP Server
-
-The Cloud SQL for SQL Server Model Context Protocol (MCP) Server gives AI-powered development tools the ability to work with your Google Cloud SQL for SQL Server databases. It supports connecting to instances, exploring schemas, and running queries.
-
-## Features
-
-An editor configured to use the Cloud SQL for SQL Server MCP server can use its AI capabilities to help you:
-
-- **Query Data** - Execute SQL queries
-- **Explore Schema** - List tables and view schema details
-
-For Cloud SQL infrastructure management, search the MCP store for the Cloud SQL for SQL Server Admin MCP Server.
-
-## Prerequisites
-
-*   [Node.js](https://nodejs.org/) installed.
-*   A Google Cloud project with the **Cloud SQL Admin API** enabled.
-*   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
-*   IAM Permissions:
-    *   Cloud SQL Client (`roles/cloudsql.client`)
-
-> **Note:** If your instance uses private IPs, you must run the MCP server in the same Virtual Private Cloud (VPC) network.
-
-## Install & Configuration
-
-1. In the Antigravity MCP Store, click the "Install" button.
-
-2. Add the required inputs for your [instance](https://cloud.google.com/sql/docs/sqlserver/instance-info) in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
-
-You'll now be able to see all enabled tools in the "Tools" tab.
-
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
-## Usage
-
-Once configured, the MCP server will automatically provide Cloud SQL for SQL Server capabilities to your AI assistant. You can:
-
-*   "Select top 10 rows from the customers table."
-*   "List all tables in the database."
-
-## Server Capabilities
-
-The Cloud SQL for SQL Server MCP server provides the following tools:
-
-| Tool Name     | Description                                                |
-|:--------------|:-----------------------------------------------------------|
-| `execute_sql` | Use this tool to execute SQL.                              |
-| `list_tables` | Lists detailed schema information for user-created tables. |
-
-## Custom MCP Server Configuration
-
-The MCP server is configured using environment variables.
-
-```bash
-export CLOUD_SQL_MSSQL_PROJECT="<your-gcp-project-id>"
-export CLOUD_SQL_MSSQL_REGION="<your-cloud-sql-region>"
-export CLOUD_SQL_MSSQL_INSTANCE="<your-cloud-sql-instance-id>"
-export CLOUD_SQL_MSSQL_DATABASE="<your-database-name>"
-export CLOUD_SQL_MSSQL_USER="<your-database-user>"  # Optional
-export CLOUD_SQL_MSSQL_PASSWORD="<your-database-password>"  # Optional
-export CLOUD_SQL_MSSQL_IP_TYPE="PUBLIC"  # Optional: `PUBLIC`, `PRIVATE`, `PSC`. Defaults to `PUBLIC`.
-```
-
-
-Add the following configuration to your MCP client (e.g., `settings.json` for Gemini CLI, `mcp_config.json` for Antigravity):
-
-```json
-{
-  "mcpServers": {
-    "cloud-sql-mssql": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "cloud-sql-mssql", "--stdio"],
-      "env": {
-        "CLOUD_SQL_MSSQL_PROJECT": "your-project-id",
-        "CLOUD_SQL_MSSQL_REGION": "your-region",
-        "CLOUD_SQL_MSSQL_INSTANCE": "your-instance-id",
-        "CLOUD_SQL_MSSQL_DATABASE": "your-database-name",
-        "CLOUD_SQL_MSSQL_USER": "your-username",
-        "CLOUD_SQL_MSSQL_PASSWORD": "your-password"
-      }
-    }
-  }
-}
-```
-
-## Documentation
-
-For more information, visit the [Cloud SQL for SQL Server documentation](https://cloud.google.com/sql/docs/sqlserver).

docs/CLOUDSQLMYSQLADMIN_README.md

@@ -1,69 +0,0 @@
-# Cloud SQL for MySQL Admin MCP Server
-
-The Cloud SQL for MySQL Model Context Protocol (MCP) Server gives AI-powered development tools the ability to work with your Google Cloud SQL for MySQL databases. It supports connecting to instances, exploring schemas, and running queries.
-
-## Features
-
-An editor configured to use the Cloud SQL for MySQL MCP server can use its AI capabilities to help you:
-
-- **Provision & Manage Infrastructure** - Create and manage Cloud SQL instances and users
-
-To connect to the database to explore and query data, search the MCP store for the Cloud SQL for MySQL MCP Server.
-
-## Prerequisites
-
-*   [Node.js](https://nodejs.org/) installed.
-*   A Google Cloud project with the **Cloud SQL Admin API** enabled.
-*   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
-*   IAM Permissions:
-  * Cloud SQL Viewer (`roles/cloudsql.viewer`)
-  * Cloud SQL Admin (`roles/cloudsql.admin`)
-
-## Install & Configuration
-
-In the Antigravity MCP Store, click the "Install" button.
-
-You'll now be able to see all enabled tools in the "Tools" tab.
-
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
-## Usage
-
-Once configured, the MCP server will automatically provide Cloud SQL for MySQL capabilities to your AI assistant. You can:
-
-   * "Create a new Cloud SQL for MySQL instance named 'e-commerce-prod' in the 'my-gcp-project' project."
-   * "Create a new user named 'analyst' with read access to all tables."
-
-## Server Capabilities
-
-The Cloud SQL for MySQL MCP server provides the following tools:
-
-| Tool Name            | Description                                            |
-|:---------------------|:-------------------------------------------------------|
-| `create_instance`    | Create an instance (PRIMARY, READ-POOL, or SECONDARY). |
-| `create_user`        | Create BUILT-IN or IAM-based users for an instance.    |
-| `get_instance`       | Get details about an instance.                         |
-| `get_user`           | Get details about a user in an instance.               |
-| `list_instances`     | List instances in a given project and location.        |
-| `list_users`         | List users in a given project and location.            |
-| `wait_for_operation` | Poll the operations API until the operation is done.   |
-
-## Custom MCP Server Configuration
-
-Add the following configuration to your MCP client (e.g., `settings.json` for Gemini CLI, `mcp_config.json` for Antigravity):
-
-```json
-{
-  "mcpServers": {
-    "cloud-sql-mysql-admin": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "cloud-sql-mysql-admin", "--stdio"]
-    }
-  }
-}
-```
-
-## Documentation
-
-For more information, visit the [Cloud SQL for MySQL documentation](https://cloud.google.com/sql/docs/mysql).

docs/CLOUDSQLMYSQL_README.md

@@ -1,95 +0,0 @@
-# Cloud SQL for MySQL MCP Server
-
-The Cloud SQL for MySQL Model Context Protocol (MCP) Server gives AI-powered development tools the ability to work with your Google Cloud SQL for MySQL databases. It supports connecting to instances, exploring schemas, and running queries.
-
-## Features
-
-An editor configured to use the Cloud SQL for MySQL MCP server can use its AI capabilities to help you:
-
-- **Query Data** - Execute SQL queries and analyze query plans
-- **Explore Schema** - List tables and view schema details
-- **Database Maintenance** - Check for fragmentation and missing indexes
-- **Monitor Performance** - View active queries
-
-For Cloud SQL infrastructure management, search the MCP store for the Cloud SQL for MySQL Admin MCP Server.
-
-## Prerequisites
-
-*   [Node.js](https://nodejs.org/) installed.
-*   A Google Cloud project with the **Cloud SQL Admin API** enabled.
-*   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
-*   IAM Permissions:
-    *   Cloud SQL Client (`roles/cloudsql.client`)
-
-> **Note:** If your instance uses private IPs, you must run the MCP server in the same Virtual Private Cloud (VPC) network.
-
-## Install & Configuration
-
-1. In the Antigravity MCP Store, click the "Install" button.
-
-2. Add the required inputs for your [instance](https://cloud.google.com/sql/docs/mysql/instance-info) in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
-
-You'll now be able to see all enabled tools in the "Tools" tab.
-
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
-## Usage
-
-Once configured, the MCP server will automatically provide Cloud SQL for MySQL capabilities to your AI assistant. You can:
-
-*   "Show me the schema for the 'orders' table."
-*   "List the top 10 active queries."
-*   "Check for tables missing unique indexes."
-
-## Server Capabilities
-
-The Cloud SQL for MySQL MCP server provides the following tools:
-
-| Tool Name                            | Description                                                             |
-|:-------------------------------------|:------------------------------------------------------------------------|
-| `execute_sql`                        | Use this tool to execute SQL.                                           |
-| `list_active_queries`                | Lists top N ongoing queries from processlist and innodb_trx.            |
-| `get_query_plan`                     | Provide information about how MySQL executes a SQL statement (EXPLAIN). |
-| `list_tables`                        | Lists detailed schema information for user-created tables.              |
-| `list_tables_missing_unique_indexes` | Find tables that do not have primary or unique key constraint.          |
-| `list_table_fragmentation`           | List table fragmentation in MySQL.                                      |
-
-## Custom MCP Server Configuration
-
-The MCP server is configured using environment variables.
-
-```bash
-export CLOUD_SQL_MYSQL_PROJECT="<your-gcp-project-id>"
-export CLOUD_SQL_MYSQL_REGION="<your-cloud-sql-region>"
-export CLOUD_SQL_MYSQL_INSTANCE="<your-cloud-sql-instance-id>"
-export CLOUD_SQL_MYSQL_DATABASE="<your-database-name>"
-export CLOUD_SQL_MYSQL_USER="<your-database-user>"  # Optional
-export CLOUD_SQL_MYSQL_PASSWORD="<your-database-password>"  # Optional
-export CLOUD_SQL_MYSQL_IP_TYPE="PUBLIC"  # Optional: `PUBLIC`, `PRIVATE`, `PSC`. Defaults to `PUBLIC`.
-```
-
-Add the following configuration to your MCP client (e.g., `settings.json` for Gemini CLI, `mcp_config.json` for Antigravity):
-
-```json
-{
-  "mcpServers": {
-    "cloud-sql-mysql": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "cloud-sql-mysql", "--stdio"],
-      "env": {
-        "CLOUD_SQL_MYSQL_PROJECT": "your-project-id",
-        "CLOUD_SQL_MYSQL_REGION": "your-region",
-        "CLOUD_SQL_MYSQL_INSTANCE": "your-instance-id",
-        "CLOUD_SQL_MYSQL_DATABASE": "your-database-name",
-        "CLOUD_SQL_MYSQL_USER": "your-username",
-        "CLOUD_SQL_MYSQL_PASSWORD": "your-password"
-      }
-    }
-  }
-}
-```
-
-## Documentation
-
-For more information, visit the [Cloud SQL for MySQL documentation](https://cloud.google.com/sql/docs/mysql).

docs/CLOUDSQLPGADMIN_README.md

@@ -1,69 +0,0 @@
-# Cloud SQL for PostgreSQL Admin MCP Server
-
-The Cloud SQL for PostgreSQL Model Context Protocol (MCP) Server gives AI-powered development tools the ability to work with your Google Cloud SQL for PostgreSQL databases. It supports connecting to instances, exploring schemas, running queries, and analyzing performance.
-
-## Features
-
-An editor configured to use the Cloud SQL for PostgreSQL MCP server can use its AI capabilities to help you:
-
-- **Provision & Manage Infrastructure** - Create and manage Cloud SQL instances and users
-
-To connect to the database to explore and query data, search the MCP store for the Cloud SQL for PostgreSQL MCP Server.
-
-## Prerequisites
-
-*   [Node.js](https://nodejs.org/) installed.
-*   A Google Cloud project with the **Cloud SQL Admin API** enabled.
-*   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
-*   IAM Permissions:
-    * Cloud SQL Viewer (`roles/cloudsql.viewer`)
-    * Cloud SQL Admin (`roles/cloudsql.admin`)
-
-## Install & Configuration
-
-In the Antigravity MCP Store, click the "Install" button.
-
-You'll now be able to see all enabled tools in the "Tools" tab.
-
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
-## Usage
-
-Once configured, the MCP server will automatically provide Cloud SQL for PostgreSQL capabilities to your AI assistant. You can:
-
-* "Create a new Cloud SQL for Postgres instance named 'e-commerce-prod' in the 'my-gcp-project' project."
-* "Create a new user named 'analyst' with read access to all tables."
-
-## Server Capabilities
-
-The Cloud SQL for PostgreSQL MCP server provides the following tools:
-
-| Tool Name            | Description                                            |
-|:---------------------|:-------------------------------------------------------|
-| `create_instance`    | Create an instance (PRIMARY, READ-POOL, or SECONDARY). |
-| `create_user`        | Create BUILT-IN or IAM-based users for an instance.    |
-| `get_instance`       | Get details about an instance.                         |
-| `get_user`           | Get details about a user in an instance.               |
-| `list_instances`     | List instances in a given project and location.        |
-| `list_users`         | List users in a given project and location.            |
-| `wait_for_operation` | Poll the operations API until the operation is done.   |
-
-## Custom MCP Server Configuration
-
-Add the following configuration to your MCP client (e.g., `settings.json` for Gemini CLI, `mcp_config.json` for Antigravity):
-
-```json
-{
-  "mcpServers": {
-    "cloud-sql-postgres-admin": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "cloud-sql-postgres-admin", "--stdio"]
-    }
-  }
-}
-```
-
-## Documentation
-
-For more information, visit the [Cloud SQL for PostgreSQL documentation](https://cloud.google.com/sql/docs/postgres).

docs/CLOUDSQLPG_README.md

@@ -1,107 +0,0 @@
-# Cloud SQL for PostgreSQL MCP Server
-
-The Cloud SQL for PostgreSQL Model Context Protocol (MCP) Server gives AI-powered development tools the ability to work with your Google Cloud SQL for PostgreSQL databases. It supports connecting to instances, exploring schemas, running queries, and analyzing performance.
-
-## Features
-
-An editor configured to use the Cloud SQL for PostgreSQL MCP server can use its AI capabilities to help you:
-
-- **Query Data** - Execute SQL queries and analyze query plans
-- **Explore Schema** - List tables, views, indexes, and triggers
-- **Monitor Performance** - View active queries, bloat, and memory configurations
-- **Manage Extensions** - List available and installed extensions
-
-For Cloud SQL infrastructure management, search the MCP store for the Cloud SQL for PostgreSQL Admin MCP Server.
-
-## Prerequisites
-
-*   [Node.js](https://nodejs.org/) installed.
-*   A Google Cloud project with the **Cloud SQL Admin API** enabled.
-*   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
-*   IAM Permissions:
-    *   Cloud SQL Client (`roles/cloudsql.client`)
-
-> **Note:** If your instance uses private IPs, you must run the MCP server in the same Virtual Private Cloud (VPC) network.
-
-## Install & Configuration
-
-1. In the Antigravity MCP Store, click the "Install" button.
-
-2. Add the required inputs for your [instance](https://cloud.google.com/sql/docs/postgres/instance-info) in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
-
-You'll now be able to see all enabled tools in the "Tools" tab.
-
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
-## Usage
-
-Once configured, the MCP server will automatically provide Cloud SQL for PostgreSQL capabilities to your AI assistant. You can:
-
-*   "Show me the top 5 bloated tables."
-*   "List all installed extensions."
-*   "Explain the query plan for SELECT * FROM users."
-
-## Server Capabilities
-
-The Cloud SQL for PostgreSQL MCP server provides the following tools:
-
-| Tool Name                        | Description                                                    |
-|:---------------------------------|:---------------------------------------------------------------|
-| `execute_sql`                    | Use this tool to execute sql.                                  |
-| `list_tables`                    | Lists detailed schema information for user-created tables.     |
-| `list_active_queries`            | List the top N currently running queries.                      |
-| `list_available_extensions`      | Discover all PostgreSQL extensions available for installation. |
-| `list_installed_extensions`      | List all installed PostgreSQL extensions.                      |
-| `list_autovacuum_configurations` | List PostgreSQL autovacuum-related configurations.             |
-| `list_memory_configurations`     | List PostgreSQL memory-related configurations.                 |
-| `list_top_bloated_tables`        | List the top tables by dead-tuple (approximate bloat signal).  |
-| `list_replication_slots`         | List key details for all PostgreSQL replication slots.         |
-| `list_invalid_indexes`           | Lists all invalid PostgreSQL indexes.                          |
-| `get_query_plan`                 | Generate a PostgreSQL EXPLAIN plan in JSON format.             |
-| `list_views`                     | Lists views in the database.                                   |
-| `list_schemas`                   | Lists all schemas in the database.                             |
-| `database_overview`              | Fetches the current state of the PostgreSQL server.            |
-| `list_triggers`                  | Lists all non-internal triggers in a database.                 |
-| `list_indexes`                   | Lists available user indexes in the database.                  |
-| `list_sequences`                 | Lists sequences in the database.                               |
-
-
-## Custom MCP Server Configuration
-
-The MCP server is configured using environment variables.
-
-```bash
-export CLOUD_SQL_POSTGRES_PROJECT="<your-gcp-project-id>"
-export CLOUD_SQL_POSTGRES_REGION="<your-cloud-sql-region>"
-export CLOUD_SQL_POSTGRES_INSTANCE="<your-cloud-sql-instance-id>"
-export CLOUD_SQL_POSTGRES_DATABASE="<your-database-name>"
-export CLOUD_SQL_POSTGRES_USER="<your-database-user>"  # Optional
-export CLOUD_SQL_POSTGRES_PASSWORD="<your-database-password>"  # Optional
-export CLOUD_SQL_POSTGRES_IP_TYPE="PUBLIC"  # Optional: `PUBLIC`, `PRIVATE`, `PSC`. Defaults to `PUBLIC`.
-```
-
-Add the following configuration to your MCP client (e.g., `settings.json` for Gemini CLI, `mcp_config.json` for Antigravity):
-
-```json
-{
-  "mcpServers": {
-    "cloud-sql-postgres": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "cloud-sql-postgres", "--stdio"],
-      "env": {
-        "CLOUD_SQL_POSTGRES_PROJECT": "your-project-id",
-        "CLOUD_SQL_POSTGRES_REGION": "your-region",
-        "CLOUD_SQL_POSTGRES_INSTANCE": "your-instance-id",
-        "CLOUD_SQL_POSTGRES_DATABASE": "your-database-name",
-        "CLOUD_SQL_POSTGRES_USER": "your-username",
-        "CLOUD_SQL_POSTGRES_PASSWORD": "your-password"
-      }
-    }
-  }
-}
-```
-
-## Documentation
-
-For more information, visit the [Cloud SQL for PostgreSQL documentation](https://cloud.google.com/sql/docs/postgres).

docs/DATAPLEX_README.md

@@ -1,74 +0,0 @@
-# Dataplex MCP Server
-
-The Dataplex Model Context Protocol (MCP) Server gives AI-powered development tools the ability to work with your Google Cloud Dataplex Catalog. It supports searching and looking up entries and aspect types.
-
-## Features
-
-An editor configured to use the Dataplex MCP server can use its AI capabilities to help you:
-
-- **Search Catalog** - Search for entries in Dataplex Catalog
-- **Explore Metadata** - Lookup specific entries and search aspect types
-
-## Prerequisites
-
-*   [Node.js](https://nodejs.org/) installed.
-*   A Google Cloud project with the **Dataplex API** enabled.
-*   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
-*   IAM Permissions:
-    *   Dataplex Viewer (`roles/dataplex.viewer`) or equivalent permissions to read catalog entries.
-
-## Install & Configuration
-
-1. In the Antigravity MCP Store, click the "Install" button.
-
-2. Add the required inputs in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
-
-You'll now be able to see all enabled tools in the "Tools" tab.
-
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
-## Usage
-
-Once configured, the MCP server will automatically provide Dataplex capabilities to your AI assistant. You can:
-
-*   "Search for entries related to 'sales' in Dataplex."
-*   "Look up details for the entry 'projects/my-project/locations/us-central1/entryGroups/my-group/entries/my-entry'."
-
-## Server Capabilities
-
-The Dataplex MCP server provides the following tools:
-
-| Tool Name             | Description                                      |
-|:----------------------|:-------------------------------------------------|
-| `search_entries`      | Search for entries in Dataplex Catalog.          |
-| `lookup_entry`        | Retrieve a specific entry from Dataplex Catalog. |
-| `search_aspect_types` | Find aspect types relevant to the query.         |
-
-## Custom MCP Server Configuration
-
-The MCP server is configured using environment variables.
-
-```bash
-export DATAPLEX_PROJECT="<your-gcp-project-id>"
-```
-
-Add the following configuration to your MCP client (e.g., `settings.json` for Gemini CLI, `mcp_config.json` for Antigravity):
-
-```json
-{
-  "mcpServers": {
-    "dataplex": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "dataplex", "--stdio"],
-      "env": {
-        "DATAPLEX_PROJECT": "your-project-id"
-      }
-    }
-  }
-}
-```
-
-## Documentation
-
-For more information, visit the [Dataplex documentation](https://cloud.google.com/dataplex/docs).

docs/LOOKER_README.md

@@ -1,92 +0,0 @@
-# Looker MCP Server
-
-The Looker Model Context Protocol (MCP) Server gives AI-powered development tools the ability to work with your Looker instance. It supports exploring models, running queries, managing dashboards, and more.
-
-## Features
-
-An editor configured to use the Looker MCP server can use its AI capabilities to help you:
-
-- **Explore Models** - Get models, explores, dimensions, measures, filters, and parameters
-- **Run Queries** - Execute Looker queries, generate SQL, and create query URLs
-- **Manage Dashboards** - Create, run, and modify dashboards
-- **Manage Looks** - Search for and run saved looks
-- **Health Checks** - Analyze instance health and performance
-
-## Prerequisites
-
-*   [Node.js](https://nodejs.org/) installed.
-*   Access to a Looker instance.
-*   API Credentials (`Client ID` and `Client Secret`) or OAuth configuration.
-
-## Install & Configuration
-
-1. In the Antigravity MCP Store, click the "Install" button.
-
-2. Add the required inputs for your [instance](https://docs.cloud.google.com/looker/docs/set-up-and-administer-looker) in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
-
-You'll now be able to see all enabled tools in the "Tools" tab.
-
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
-## Usage
-
-Once configured, the MCP server will automatically provide Looker capabilities to your AI assistant. You can:
-
-*   "Find explores in the 'ecommerce' model."
-*   "Run a query to show total sales by month."
-*   "Create a new dashboard named 'Sales Overview'."
-
-## Server Capabilities
-
-The Looker MCP server provides a wide range of tools. Here are some of the key capabilities:
-
-| Tool Name               | Description                                               |
-|:------------------------|:----------------------------------------------------------|
-| `get_models`            | Retrieves the list of LookML models.                      |
-| `get_explores`          | Retrieves the list of explores defined in a LookML model. |
-| `query`                 | Run a query against the LookML model.                     |
-| `query_sql`             | Generate the SQL that Looker would run.                   |
-| `run_look`              | Runs a saved look.                                        |
-| `run_dashboard`         | Runs all tiles in a dashboard.                            |
-| `make_dashboard`        | Creates a new dashboard.                                  |
-| `add_dashboard_element` | Adds a tile to a dashboard.                               |
-| `health_pulse`          | Checks the status of the Looker instance.                 |
-| `dev_mode`              | Toggles development mode.                                 |
-| `get_projects`          | Lists LookML projects.                                    |
-
-## Custom MCP Server Configuration
-
-The MCP server is configured using environment variables.
-
-```bash
-export LOOKER_BASE_URL="<your-looker-instance-url>"  # e.g. `https://looker.example.com`. You may need to add the port, i.e. `:19999`.
-export LOOKER_CLIENT_ID="<your-looker-client-id>"
-export LOOKER_CLIENT_SECRET="<your-looker-client-secret>"
-export LOOKER_VERIFY_SSL="true" # Optional, defaults to true
-export LOOKER_SHOW_HIDDEN_MODELS="true" # Optional, defaults to true
-export LOOKER_SHOW_HIDDEN_EXPLORES="true" # Optional, defaults to true
-export LOOKER_SHOW_HIDDEN_FIELDS="true" # Optional, defaults to true
-```
-
-Add the following configuration to your MCP client (e.g., `settings.json` for Gemini CLI, `mcp_config.json` for Antigravity):
-
-```json
-{
-  "mcpServers": {
-    "looker": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "looker", "--stdio"],
-      "env": {
-        "LOOKER_BASE_URL": "https://your.looker.instance.com",
-        "LOOKER_CLIENT_ID": "your-client-id",
-        "LOOKER_CLIENT_SECRET": "your-client-secret"
-      }
-    }
-  }
-}
-```
-
-## Documentation
-
-For more information, visit the [Looker documentation](https://cloud.google.com/looker).

docs/SPANNER_README.md

@@ -1,83 +0,0 @@
-# Cloud Spanner MCP Server
-
-The Cloud Spanner Model Context Protocol (MCP) Server gives AI-powered development tools the ability to work with your Google Cloud Spanner databases. It supports executing SQL queries and exploring schemas.
-
-## Features
-
-An editor configured to use the Cloud Spanner MCP server can use its AI capabilities to help you:
-
-- **Query Data** - Execute DML and DQL SQL queries
-- **Explore Schema** - List tables and view schema details
-
-## Prerequisites
-
-*   [Node.js](https://nodejs.org/) installed.
-*   A Google Cloud project with the **Cloud Spanner API** enabled.
-*   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
-*   IAM Permissions:
-    *   Cloud Spanner Database User (`roles/spanner.databaseUser`) (for data access)
-    *   Cloud Spanner Viewer (`roles/spanner.viewer`) (for schema access)
-
-## Install & Configuration
-
-1. In the Antigravity MCP Store, click the "Install" button.
-
-2. Add the required inputs for your [instance](https://docs.cloud.google.com/spanner/docs/instances) in the configuration pop-up, then click "Save". You can update this configuration at any time in the "Configure" tab.
-
-You'll now be able to see all enabled tools in the "Tools" tab.
-
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
-## Usage
-
-Once configured, the MCP server will automatically provide Cloud Spanner capabilities to your AI assistant. You can:
-
-*   "Execute a DML query to update customer names."
-*   "List all tables in the `my-database`."
-*   "Execute a DQL query to select data from `orders` table."
-
-## Server Capabilities
-
-The Cloud Spanner MCP server provides the following tools:
-
-| Tool Name         | Description                                                      |
-|:------------------|:-----------------------------------------------------------------|
-| `execute_sql`     | Use this tool to execute DML SQL.                                |
-| `execute_sql_dql` | Use this tool to execute DQL SQL.                                |
-| `list_tables`     | Lists detailed schema information for user-created tables.       |
-| `list_graphs`     | Lists detailed graph schema information for user-created graphs. |
-
-## Custom MCP Server Configuration
-
-The MCP server is configured using environment variables.
-
-```bash
-export SPANNER_PROJECT="<your-gcp-project-id>"
-export SPANNER_INSTANCE="<your-spanner-instance-id>"
-export SPANNER_DATABASE="<your-spanner-database-id>"
-export SPANNER_DIALECT="googlesql" # Optional: "googlesql" or "postgresql". Defaults to "googlesql".
-```
-
-Add the following configuration to your MCP client (e.g., `settings.json` for Gemini CLI, `mcp_config.json` for Antigravity):
-
-```json
-{
-  "mcpServers": {
-    "spanner": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "spanner", "--stdio"],
-      "env": {
-        "SPANNER_PROJECT": "your-project-id",
-        "SPANNER_INSTANCE": "your-instance-id",
-        "SPANNER_DATABASE": "your-database-name",
-        "SPANNER_DIALECT": "googlesql"
-      }
-    }
-  }
-}
-```
-
-## Documentation
-
-For more information, visit the [Cloud Spanner documentation](https://cloud.google.com/spanner/docs).

docs/TOOLBOX_README.md

@@ -1,45 +0,0 @@
-# MCP Toolbox for Databases Server
-
-The MCP Toolbox for Databases Server gives AI-powered development tools the ability to work with your custom tools. It is designed to simplify and secure the development of tools for interacting with databases.
-
-
-## Prerequisites
-
-*   [Node.js](https://nodejs.org/) installed.
-*   A Google Cloud project with relevant APIs enabled.
-*   Ensure [Application Default Credentials](https://cloud.google.com/docs/authentication/gcloud) are available in your environment.
-
-## Install & Configuration
-
-1.  In the Antigravity MCP Store, click the "Install" button.
-
-2.  Create your [`tools.yaml` configuration file](https://googleapis.github.io/genai-toolbox/getting-started/configure/).
-
-3.  Click "View raw config" and update the `tools.yaml` path with the full absolute path to your file.
-
-> [!NOTE]
-> If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.
-
-## Usage
-
-Interact with your custom tools using natural language.
-
-## Custom MCP Server Configuration
-
-```json
-{
-  "mcpServers": {
-    "mcp-toolbox": {
-      "command": "npx",
-      "args": ["-y", "@toolbox-sdk/server", "--tools-file", "your-tool-file.yaml"],
-      "env": {
-        "ENV_VAR_NAME": "ENV_VAR_VALUE",
-      }
-    }
-  }
-}
-```
-
-## Documentation
-
-For more information, visit the [MCP Toolbox for Databases documentation](https://googleapis.github.io/genai-toolbox/getting-started/introduction/).

docs/en/about/faq.md

@@ -44,11 +44,15 @@ most popular issues, so make sure to +1 ones you are the most interested in.
 
 ## Can Toolbox be used for non-database tools?
 
-**Yes!** While Toolbox is primarily focused on databases, it also supports generic 
-**HTTP tools** (`kind: http`). These allow you to connect your agents to REST APIs 
-and other web services, enabling workflows that extend beyond database interactions.
+Currently, Toolbox is primarily focused on making it easier to create and
+develop tools focused on interacting with Databases. We believe that there are a
+lot of unique problems when interacting with Databases for Gen AI use cases, and
+want to prioritize solving those first.  
 
-For configuration details, see the [HTTP Tools documentation](../resources/tools/http/http.md).
+However, we've also received feedback that supporting more generic HTTP or
+GRPC tools might be helpful in assisting with migrating to Toolbox or in
+accomplishing more complicated workflows. We're looking into what that might
+best look like in Toolbox.
 
 ## Can I use _$BAR_ orchestration framework to use tools from Toolbox?
 

docs/en/concepts/telemetry/index.md

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

docs/en/getting-started/colab_quickstart.ipynb

@@ -234,7 +234,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.22.0\" # x-release-please-version\n",
+        "version = \"0.16.0\" # x-release-please-version\n",
         "! curl -O https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
         "\n",
         "# Make the binary executable\n",

docs/en/getting-started/configure.md

@@ -96,22 +96,3 @@ 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

@@ -84,56 +84,38 @@ following instructions for your OS and CPU architecture.
 {{< tabpane text=true >}}
 {{% tab header="Linux (AMD64)" lang="en" %}}
 To install Toolbox as a binary on Linux (AMD64):
-
 ```sh
 # see releases page for other versions
-export VERSION=0.22.0
+export VERSION=0.16.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 chmod +x toolbox
 ```
-
 {{% /tab %}}
 {{% tab header="macOS (Apple Silicon)" lang="en" %}}
 To install Toolbox as a binary on macOS (Apple Silicon):
-
 ```sh
 # see releases page for other versions
-export VERSION=0.22.0
+export VERSION=0.16.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 chmod +x toolbox
 ```
-
 {{% /tab %}}
 {{% tab header="macOS (Intel)" lang="en" %}}
 To install Toolbox as a binary on macOS (Intel):
-
 ```sh
 # see releases page for other versions
-export VERSION=0.22.0
+export VERSION=0.16.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 chmod +x toolbox
 ```
-
 {{% /tab %}}
-{{% tab header="Windows (Command Prompt)" lang="en" %}}
-To install Toolbox as a binary on Windows (Command Prompt):
-
-```cmd
-:: see releases page for other versions
-set VERSION=0.22.0
-curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v%VERSION%/windows/amd64/toolbox.exe"
-```
-
-{{% /tab %}}
-{{% tab header="Windows (PowerShell)" lang="en" %}}
-To install Toolbox as a binary on Windows (PowerShell):
-
+{{% tab header="Windows (AMD64)" lang="en" %}}
+To install Toolbox as a binary on Windows (AMD64):
 ```powershell
 # see releases page for other versions
-$VERSION = "0.21.0"
-curl.exe -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe"
+$VERSION = "0.16.0"
+Invoke-WebRequest -Uri "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe" -OutFile "toolbox.exe"
 ```
-
 {{% /tab %}}
 {{< /tabpane >}}
 {{% /tab %}}
@@ -142,7 +124,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.22.0
+export VERSION=0.16.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -161,7 +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@v0.22.0
+go install github.com/googleapis/genai-toolbox@v0.16.0
 ```
 
 {{% /tab %}}
@@ -304,10 +286,6 @@ let client = new ToolboxClient(URL);
 const toolboxTools = await client.loadToolset('toolsetName');
 {{< /highlight >}}
 
-For more detailed instructions on using the Toolbox Core SDK, see the
-[project's
-README](https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-core/README.md).
-
 {{% /tab %}}
 {{% tab header="LangChain/Langraph" lang="en" %}}
 
@@ -332,10 +310,6 @@ const getTool = (toolboxTool) => tool(currTool, {
 const tools = toolboxTools.map(getTool);
 {{< /highlight >}}
 
-For more detailed instructions on using the Toolbox Core SDK, see the
-[project's
-README](https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-core/README.md).
-
 {{% /tab %}}
 {{% tab header="Genkit" lang="en" %}}
 
@@ -371,10 +345,6 @@ const getTool = (toolboxTool) => ai.defineTool({
 const tools = toolboxTools.map(getTool);
 {{< /highlight >}}
 
-For more detailed instructions on using the Toolbox Core SDK, see the
-[project's
-README](https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-core/README.md).
-
 {{% /tab %}}
 {{% tab header="LlamaIndex" lang="en" %}}
 
@@ -402,32 +372,12 @@ const tools = toolboxTools.map(getTool);
 
 {{< /highlight >}}
 
-For more detailed instructions on using the Toolbox Core SDK, see the
-[project's
-README](https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-core/README.md).
-
-{{% /tab %}}
-{{% tab header="ADK TS" lang="en" %}}
-
-{{< highlight javascript >}}
-import { ToolboxClient } from '@toolbox-sdk/adk';
-
-// Replace with the actual URL where your Toolbox service is running
-const URL = 'http://127.0.0.1:5000';
-
-let client = new ToolboxClient(URL);
-const tools = await client.loadToolset();
-
-// Use the client and tools as per requirement
-
-{{< /highlight >}}
-
-For detailed samples on using the Toolbox JS SDK with ADK JS, see the [project's
-README.](https://github.com/googleapis/mcp-toolbox-sdk-js/tree/main/packages/toolbox-adk/README.md)
-
 {{% /tab %}}
 {{< /tabpane >}}
 
+For more detailed instructions on using the Toolbox Core SDK, see the
+[project's
+README](https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-core/README.md).
 
 #### Go
 
@@ -518,8 +468,6 @@ 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" %}}
@@ -564,8 +512,6 @@ 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" %}}
@@ -620,8 +566,6 @@ 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 %}}
 
@@ -675,43 +619,6 @@ 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 >}}
@@ -719,3 +626,7 @@ samples](https://github.com/googleapis/mcp-toolbox-sdk-go/tree/main/tbadk/sample
 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.md

@@ -13,7 +13,7 @@ description: >
 
 This guide assumes you have already done the following:
 
-1. Installed [Python 3.10+][install-python] (including [pip][install-pip] and
+1. Installed [Python 3.9+][install-python] (including [pip][install-pip] and
    your preferred virtual environment tool for managing dependencies e.g.
    [venv][install-venv]).
 1. Installed [PostgreSQL 16+ and the `psql` client][install-postgres].
@@ -25,15 +25,12 @@ This guide assumes you have already done the following:
 [install-postgres]: https://www.postgresql.org/download/
 
 ### Cloud Setup (Optional)
-
 {{< regionInclude "quickstart/shared/cloud_setup.md" "cloud_setup" >}}
 
 ## Step 1: Set up your database
-
 {{< regionInclude "quickstart/shared/database_setup.md" "database_setup" >}}
 
 ## Step 2: Install and configure Toolbox
-
 {{< regionInclude "quickstart/shared/configure_toolbox.md" "configure_toolbox" >}}
 
 ## Step 3: Connect your agent to Toolbox
@@ -101,62 +98,44 @@ pip install google-genai
 {{< /tab >}}
 {{< /tabpane >}}
 
-1. Create the agent:
-{{< tabpane persist=header >}}
-{{% tab header="ADK" text=true %}}
+1. Create a new file named `hotel_agent.py` and copy the following
+   code to create an agent:
+    {{< tabpane persist=header >}}
+{{< tab header="ADK" lang="python" >}}
 
-1. Create a new agent project. This will create a new directory named `my_agent`
-   with a file `agent.py`.
+{{< include "quickstart/python/adk/quickstart.py" >}}
 
-    ```bash
-    adk create my_agent
-    ```
-    <br/>
+{{< /tab >}}
+{{< tab header="LangChain" lang="python" >}}
 
-1. Update `my_agent/agent.py` with the following content to connect to Toolbox:
-    ```py
-    {{< include "quickstart/python/adk/quickstart.py" >}}
-    ```
-    <br/>
-
-1. Create a `.env` file with your Google API key:
-    ```bash
-    echo 'GOOGLE_API_KEY="YOUR_API_KEY"' > my_agent/.env
-    ```
-{{% /tab %}}
-{{% tab header="LangChain" text=true %}}
-Create a new file named `agent.py` and copy the following code:
-```py
 {{< include "quickstart/python/langchain/quickstart.py" >}}
-```
-{{% /tab %}}
-{{% tab header="LlamaIndex" text=true %}}
-Create a new file named `agent.py` and copy the following code:
-```py
+
+{{< /tab >}}
+{{< tab header="LlamaIndex" lang="python" >}}
+
 {{< include "quickstart/python/llamaindex/quickstart.py" >}}
-```
-{{% /tab %}}
-{{% tab header="Core" text=true %}}
-Create a new file named `agent.py` and copy the following code:
-```py
+
+{{< /tab >}}
+{{< tab header="Core" lang="python" >}}
+
 {{< include "quickstart/python/core/quickstart.py" >}}
-```
-{{% /tab %}}
+
+{{< /tab >}}
 {{< /tabpane >}}
 
     {{< tabpane text=true persist=header >}}
 {{% tab header="ADK" lang="en" %}}
 To learn more about Agent Development Kit, check out the [ADK
-Documentation](https://google.github.io/adk-docs/get-started/python/).
+documentation.](https://google.github.io/adk-docs/)
 {{% /tab %}}
 {{% tab header="Langchain" lang="en" %}}
 To learn more about Agents in LangChain, check out the [LangGraph Agent
-Documentation](https://langchain-ai.github.io/langgraph/reference/prebuilt/#langgraph.prebuilt.chat_agent_executor.create_react_agent).
+documentation.](https://langchain-ai.github.io/langgraph/reference/prebuilt/#langgraph.prebuilt.chat_agent_executor.create_react_agent)
 {{% /tab %}}
 {{% tab header="LlamaIndex" lang="en" %}}
 To learn more about Agents in LlamaIndex, check out the [LlamaIndex
 AgentWorkflow
-Documentation](https://docs.llamaindex.ai/en/stable/examples/agent/agent_workflow_basic/).
+documentation.](https://docs.llamaindex.ai/en/stable/examples/agent/agent_workflow_basic/)
 {{% /tab %}}
 {{% tab header="Core" lang="en" %}}
 To learn more about tool calling with Google GenAI, check out the
@@ -165,37 +144,11 @@ Documentation](https://github.com/googleapis/python-genai?tab=readme-ov-file#man
 {{% /tab %}}
 {{< /tabpane >}}
 
-4. Run your agent, and observe the results:
+1. Run your agent, and observe the results:
 
-    {{< tabpane persist=header >}}
-{{% tab header="ADK" text=true %}}
-Run your agent locally for testing:
-```sh
-adk run my_agent
-```
-<br/>
-
-Alternatively, serve it via a web interface:
-```sh
-adk web --port 8000
-```
-<br/>
-
-For more information, refer to the ADK documentation on [Running
-Agents](https://google.github.io/adk-docs/get-started/python/#run-your-agent)
-and [Deploying to Cloud](https://google.github.io/adk-docs/deploy/).
-
-{{% /tab %}}
-{{< tab header="Langchain" lang="bash" >}}
-python agent.py
-{{< /tab >}}
-{{< tab header="LlamaIndex" lang="bash" >}}
-python agent.py
-{{< /tab >}}
-{{< tab header="Core" lang="bash" >}}
-python agent.py
-{{< /tab >}}
-    {{< /tabpane >}}
+    ```sh
+    python hotel_agent.py
+    ```
 
 {{< notice info >}}
 For more information, visit the [Python SDK

docs/en/getting-started/local_quickstart_go.md

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

docs/en/getting-started/local_quickstart_js.md

@@ -40,24 +40,11 @@ from Toolbox.
     ```
 
 1. In a new terminal, install the
-   SDK package.
-   {{< tabpane persist=header >}}
-{{< tab header="LangChain" lang="bash" >}}
-npm install @toolbox-sdk/core
-{{< /tab >}}
-{{< tab header="GenkitJS" lang="bash" >}}
-npm install @toolbox-sdk/core
-{{< /tab >}}
-{{< tab header="LlamaIndex" lang="bash" >}}
-npm install @toolbox-sdk/core
-{{< /tab >}}
-{{< tab header="GoogleGenAI" lang="bash" >}}
-npm install @toolbox-sdk/core
-{{< /tab >}}
-{{< tab header="ADK" lang="bash" >}}
-npm install @toolbox-sdk/adk
-{{< /tab >}}
-{{< /tabpane >}}
+   [SDK](https://www.npmjs.com/package/@toolbox-sdk/core).
+
+    ```bash
+    npm install @toolbox-sdk/core
+    ```
 
 1. Install other required dependencies
 
@@ -72,10 +59,7 @@ npm install genkit @genkit-ai/googleai
 npm install llamaindex @llamaindex/google @llamaindex/workflow
 {{< /tab >}}
 {{< tab header="GoogleGenAI" lang="bash" >}}
-npm install @google/genai
-{{< /tab >}}
-{{< tab header="ADK" lang="bash" >}}
-npm install @google/adk
+npm install @google/genai 
 {{< /tab >}}
 {{< /tabpane >}}
 
@@ -107,12 +91,6 @@ npm install @google/adk
 
 {{< /tab >}}
 
-{{< tab header="ADK" lang="js" >}}
-
-{{< include "quickstart/js/adk/quickstart.js" >}}
-
-{{< /tab >}}
-
 {{< /tabpane >}}
 
 1. Run your agent, and observe the results:

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

@@ -105,7 +105,7 @@ In this section, we will download Toolbox, configure our tools in a
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -1,42 +0,0 @@
-module adkgo-quickstart
-
-go 1.24.4
-
-require (
-	github.com/googleapis/mcp-toolbox-sdk-go v0.4.0
-	google.golang.org/adk v0.1.0
-	google.golang.org/genai v1.36.0
-)
-
-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

@@ -1,128 +0,0 @@
-cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
-cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
-cloud.google.com/go v0.123.0 h1:2NAUJwPR47q+E35uaJeYoNhuNEM9kM8SjgRgdeOJUSE=
-cloud.google.com/go v0.123.0/go.mod h1:xBoMV08QcqUGuPW65Qfm1o9Y4zKZBpGS+7bImXLTAZU=
-cloud.google.com/go/auth v0.17.0 h1:74yCm7hCj2rUyyAocqnFzsAYXgJhrG26XCFimrc/Kz4=
-cloud.google.com/go/auth v0.17.0/go.mod h1:6wv/t5/6rOPAX4fJiRjKkJCvswLwdet7G8+UGXt7nCQ=
-cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
-cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
-cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
-cloud.google.com/go/compute/metadata v0.9.0/go.mod h1:E0bWwX5wTnLPedCKqk3pJmVgCBSM6qQI1yTBdEb3C10=
-cloud.google.com/go/iam v1.5.3 h1:+vMINPiDF2ognBJ97ABAYYwRgsaqxPbQDlMnbHMjolc=
-cloud.google.com/go/iam v1.5.3/go.mod h1:MR3v9oLkZCTlaqljW6Eb2d3HGDGK5/bDv93jhfISFvU=
-cloud.google.com/go/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 v0.0.0-20251014123835-2ee22ca58382 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 v1.35.0 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 v4.1.3 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=
-github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
-github.com/go-logr/stdr v1.2.2/go.mod h1:mMo/vtBO5dYbehREoey6XUKy/eSumjCCveDpRre4VKE=
-github.com/golang/protobuf v1.5.4 h1:i7eJL8qZTpSEXOPTxNKhASYpMn+8e5Q6AdndVa1dWek=
-github.com/golang/protobuf v1.5.4/go.mod h1:lnTiLA8Wa4RWRcIUkrtSVa5nRhsEGBg48fD6rSs7xps=
-github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
-github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
-github.com/google/jsonschema-go v0.3.0 h1:6AH2TxVNtk3IlvkkhjrtbUc4S8AvO0Xii0DxIygDg+Q=
-github.com/google/jsonschema-go v0.3.0/go.mod h1:r5quNTdLOYEz95Ru18zA0ydNbBuYoo9tgaYcxEYhJVE=
-github.com/google/s2a-go v0.1.9 h1:LGD7gtMgezd8a/Xak7mEWL0PjoTQFvpRudN895yqKW0=
-github.com/google/s2a-go v0.1.9/go.mod h1:YA0Ei2ZQL3acow2O62kdp9UlnvMmU7kA6Eutn0dXayM=
-github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
-github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
-github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU9uHLo7OnF5tL52HFAgMmyrf4=
-github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
-github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
-github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0 h1:SYJRZzmOyXs9anKp+dfq4rprO92KKnxNyJCCsLkW7nw=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0/go.mod h1:ivRLILO1B72J2HWCjSStemdhTWccjfW9FnEj4SAM81w=
-github.com/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=
-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=
-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=
-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=
-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/adk v0.1.0 h1:+w/fHuqRVolotOATlujRA+2DKUuDrFH2poRdEX2QjB8=
-google.golang.org/adk v0.1.0/go.mod h1:NvtSLoNx7UzZIiUAI1KoJQLMmt9sG3oCgiCx1TLqKFw=
-google.golang.org/api v0.255.0 h1:OaF+IbRwOottVCYV2wZan7KUq7UeNUQn1BcPc4K7lE4=
-google.golang.org/api v0.255.0/go.mod h1:d1/EtvCLdtiWEV4rAEHDHGh2bCnqsWhw+M8y2ECN4a8=
-google.golang.org/genai v1.36.0 h1:sJCIjqTAmwrtAIaemtTiKkg2TO1RxnYEusTmEQ3nGxM=
-google.golang.org/genai v1.36.0/go.mod h1:A3kkl0nyBjyFlNjgxIwKq70julKbIxpSxqKO5gw/gmk=
-google.golang.org/genproto v0.0.0-20251014184007-4626949a642f h1:vLd1CJuJOUgV6qijD7KT5Y2ZtC97ll4dxjTUappMnbo=
-google.golang.org/genproto v0.0.0-20251014184007-4626949a642f/go.mod h1:PI3KrSadr00yqfv6UDvgZGFsmLqeRIwt8x4p5Oo7CdM=
-google.golang.org/genproto/googleapis/api v0.0.0-20251014184007-4626949a642f h1:OiFuztEyBivVKDvguQJYWq1yDcfAHIID/FVrPR4oiI0=
-google.golang.org/genproto/googleapis/api v0.0.0-20251014184007-4626949a642f/go.mod h1:kprOiu9Tr0JYyD6DORrc4Hfyk3RFXqkQ3ctHEum3ZbM=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda h1:i/Q+bfisr7gq6feoJnS/DlpdwEL4ihp41fvRiM3Ork0=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda/go.mod h1:7i2o+ce6H/6BluujYR+kqX3GKH+dChPTQU19wjRPiGk=
-google.golang.org/grpc v1.76.0 h1:UnVkv1+uMLYXoIz6o7chp59WfQUYA2ex/BXQ9rHZu7A=
-google.golang.org/grpc v1.76.0/go.mod h1:Ju12QI8M6iQJtbcsV+awF5a4hfJMLi4X0JLo94ULZ6c=
-google.golang.org/protobuf v1.36.10 h1:AYd7cD/uASjIL6Q9LiTjz8JLcrh/88q5UObnmY3aOOE=
-google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
-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

@@ -1,132 +0,0 @@
-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 v0.4.0
-	google.golang.org/genai v1.36.0
+	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
+	google.golang.org/genai v1.25.0
 )
 
 require (
-	cloud.google.com/go v0.123.0 // indirect
-	cloud.google.com/go/auth v0.17.0 // indirect
+	cloud.google.com/go v0.121.6 // indirect
+	cloud.google.com/go/auth v0.16.5 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
-	cloud.google.com/go/compute/metadata v0.9.0 // indirect
+	cloud.google.com/go/compute/metadata v0.8.0 // indirect
 	github.com/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 v1.2.1 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0 // indirect
-	go.opentelemetry.io/otel v1.38.0 // indirect
-	go.opentelemetry.io/otel/metric v1.38.0 // indirect
-	go.opentelemetry.io/otel/trace v1.38.0 // indirect
-	golang.org/x/crypto v0.45.0 // indirect
-	golang.org/x/net v0.47.0 // indirect
-	golang.org/x/oauth2 v0.32.0 // indirect
-	golang.org/x/sys v0.38.0 // indirect
-	golang.org/x/text v0.31.0 // indirect
-	google.golang.org/api v0.255.0 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda // indirect
-	google.golang.org/grpc v1.76.0 // indirect
-	google.golang.org/protobuf v1.36.10 // indirect
+	go.opentelemetry.io/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
 )

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 v0.123.0 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 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/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
-cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
-cloud.google.com/go/compute/metadata v0.9.0/go.mod h1:E0bWwX5wTnLPedCKqk3pJmVgCBSM6qQI1yTBdEb3C10=
-cloud.google.com/go/iam v1.5.3 h1:+vMINPiDF2ognBJ97ABAYYwRgsaqxPbQDlMnbHMjolc=
-cloud.google.com/go/iam v1.5.3/go.mod h1:MR3v9oLkZCTlaqljW6Eb2d3HGDGK5/bDv93jhfISFvU=
-cloud.google.com/go/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=
+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=
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 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 v0.0.0-20251014123835-2ee22ca58382 h1:5IeUoAZvqwF6LcCnV99NbhrGKN6ihZgahJv5jKjmZ3k=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382/go.mod h1:HlzOvOjVBOfTGSRXRyY0OiCS/3J1akRGQQpRO/7zyF4=
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 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/envoyproxy/go-control-plane v0.13.4 h1:zEqyPVyku6IvWCFwux4x9RxkLOMUL+1vC9xUFv5l2/M=
-github.com/envoyproxy/go-control-plane/envoy v1.35.0 h1:ixjkELDE+ru6idPxcHLj8LBVc2bFP7iBytj353BoHUo=
-github.com/envoyproxy/go-control-plane/envoy v1.35.0/go.mod h1:09qwbGVuSWWAyN5t/b3iyVfz5+z8QWGrzkoqm/8SbEs=
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 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 v4.1.3 h1:CVLmWDhDVRa6Mi/IgCgaopNosCaHz7zrMeF9MlZRkrs=
-github.com/go-jose/go-jose/v4 v4.1.3/go.mod h1:x4oUasVrzR7071A4TnHLGSPpNOm2a21K9Kf04k1rs08=
+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-logr/logr v1.2.2/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A=
 github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
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@@ -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 v0.4.0 h1:SYJRZzmOyXs9anKp+dfq4rprO92KKnxNyJCCsLkW7nw=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0/go.mod h1:ivRLILO1B72J2HWCjSStemdhTWccjfW9FnEj4SAM81w=
+github.com/googleapis/mcp-toolbox-sdk-go v0.3.0 h1:m/en3Pp3iGc99SYejUS9iQ01QXsDKMVA+Z456P6mAxY=
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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=
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 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
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-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=
+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/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 v1.36.0 h1:UumtzIklRBY6cI/lllNZlALOF5nNIzJVb16APdvgTXg=
+go.opentelemetry.io/otel v1.36.0/go.mod h1:/TcFMXYjyRNh8khOAO9ybYkqaDBb/70aVwkNML4pP8E=
+go.opentelemetry.io/otel/metric v1.36.0 h1:MoWPKVhQvJ+eeXWHFBOPoBOi20jh6Iq2CcCREuTYufE=
+go.opentelemetry.io/otel/metric v1.36.0/go.mod h1:zC7Ks+yeyJt4xig9DEw9kuUFe5C3zLbVjV2PzT6qzbs=
+go.opentelemetry.io/otel/sdk v1.36.0 h1:b6SYIuLRs88ztox4EyrvRti80uXIFy+Sqzoh9kFULbs=
+go.opentelemetry.io/otel/sdk v1.36.0/go.mod h1:+lC+mTgD+MUWfjJubi2vvXWcVxyr9rmlshZni72pXeY=
+go.opentelemetry.io/otel/sdk/metric v1.36.0 h1:r0ntwwGosWGaa0CrSt8cuNuTcccMXERFwHX4dThiPis=
+go.opentelemetry.io/otel/sdk/metric v1.36.0/go.mod h1:qTNOhFDfKRwX0yXOqJYegL5WRaW376QbB7P4Pb0qva4=
+go.opentelemetry.io/otel/trace v1.36.0 h1:ahxWNuqZjpdiFAyrIoQ4GIiAIhxAunQR6MUoKrsNd4w=
+go.opentelemetry.io/otel/trace v1.36.0/go.mod h1:gQ+OnDZzrybY4k4seLzPAWNwVBBVlF2szhehOBB/tGA=
+golang.org/x/crypto v0.41.0 h1:WKYxWedPGCTVVl5+WHSSrOBT0O8lx32+zxmHxijgXp4=
+golang.org/x/crypto v0.41.0/go.mod h1:pO5AFd7FA68rFak7rOAGVuygIISepHftHnr8dr6+sUc=
+golang.org/x/net v0.43.0 h1:lat02VYK2j4aLzMzecihNvTlJNQUq316m2Mr9rnM6YE=
+golang.org/x/net v0.43.0/go.mod h1:vhO1fvI4dGsIjh73sWfUVjj3N7CA9WkKJNQm2svM6Jg=
+golang.org/x/oauth2 v0.30.0 h1:dnDm7JmhM45NNpd8FDDeLhK6FwqbOf4MLCM9zb1BOHI=
+golang.org/x/oauth2 v0.30.0/go.mod h1:B++QgG3ZKulg6sRPGD/mqlHQs5rB3Ml9erfeDY7xKlU=
+golang.org/x/sync v0.16.0 h1:ycBJEhp9p4vXvUZNszeOq0kGTPghopOL8q0fq3vstxw=
+golang.org/x/sync v0.16.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
+golang.org/x/sys v0.35.0 h1:vz1N37gP5bs89s7He8XuIYXpyY0+QlsKmzipCbUtyxI=
+golang.org/x/sys v0.35.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
+golang.org/x/text v0.28.0 h1:rhazDwis8INMIwQ4tpjLDzUhx6RlXqZNPEM0huQojng=
+golang.org/x/text v0.28.0/go.mod h1:U8nCwOR8jO/marOQ0QbDiOngZVEBB7MAiitBuMjXiNU=
+golang.org/x/time v0.12.0 h1:ScB/8o8olJvc+CQPWrK3fPZNfh7qgwCrY0zJmoEQLSE=
+golang.org/x/time v0.12.0/go.mod h1:CDIdPxbZBQxdj6cxyCIdrNogrJKMJ7pr37NYpMcMDSg=
+google.golang.org/api v0.248.0 h1:hUotakSkcwGdYUqzCRc5yGYsg4wXxpkKlW5ryVqvC1Y=
+google.golang.org/api v0.248.0/go.mod h1:yAFUAF56Li7IuIQbTFoLwXTCI6XCFKueOlS7S9e4F9k=
+google.golang.org/genai v1.23.0 h1:0VkQPd1CVT5FbykwkWvnB7jq1d+PZFuVf0n57UyyOzs=
+google.golang.org/genai v1.23.0/go.mod h1:QPj5NGJw+3wEOHg+PrsWwJKvG6UC84ex5FR7qAYsN/M=
+google.golang.org/genproto v0.0.0-20250603155806-513f23925822 h1:rHWScKit0gvAPuOnu87KpaYtjK5zBMLcULh7gxkCXu4=
+google.golang.org/genproto v0.0.0-20250603155806-513f23925822/go.mod h1:HubltRL7rMh0LfnQPkMH4NPDFEWp0jw3vixw7jEM53s=
+google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c h1:AtEkQdl5b6zsybXcbz00j1LwNodDuH6hVifIaNqk7NQ=
+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=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=

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

@@ -3,22 +3,22 @@ module genkit-quickstart
 go 1.24.6
 
 require (
-	github.com/firebase/genkit/go v1.2.0
-	github.com/googleapis/mcp-toolbox-sdk-go v0.4.0
+	github.com/firebase/genkit/go v0.6.2
+	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
 )
 
 require (
-	cloud.google.com/go v0.123.0 // indirect
-	cloud.google.com/go/auth v0.17.0 // indirect
+	cloud.google.com/go v0.121.6 // indirect
+	cloud.google.com/go/auth v0.16.5 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
-	cloud.google.com/go/compute/metadata v0.9.0 // indirect
+	cloud.google.com/go/compute/metadata v0.8.0 // indirect
 	github.com/bahlo/generic-list-go v0.2.0 // indirect
 	github.com/buger/jsonparser v1.1.1 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/goccy/go-yaml v1.17.1 // indirect
-	github.com/google/dotprompt/go v0.0.0-20251014011017-8d056e027254 // indirect
+	github.com/google/dotprompt/go v0.0.0-20250611200215-bb73406b05ca // indirect
 	github.com/google/go-cmp v0.7.0 // indirect
 	github.com/google/s2a-go v0.1.9 // indirect
 	github.com/google/uuid v1.6.0 // indirect
@@ -32,22 +32,21 @@ require (
 	github.com/xeipuuv/gojsonpointer v0.0.0-20190905194746-02993c407bfb // indirect
 	github.com/xeipuuv/gojsonreference v0.0.0-20180127040603-bd5ef7bd5415 // indirect
 	github.com/xeipuuv/gojsonschema v1.2.0 // indirect
-	github.com/yosida95/uritemplate/v3 v3.0.2 // indirect
-	go.opentelemetry.io/auto/sdk v1.2.1 // 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/genai v1.34.0 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20251029180050-ab9386a59fda // indirect
-	google.golang.org/grpc v1.76.0 // indirect
-	google.golang.org/protobuf v1.36.10 // indirect
+	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
+	go.opentelemetry.io/otel v1.36.0 // indirect
+	go.opentelemetry.io/otel/metric v1.36.0 // indirect
+	go.opentelemetry.io/otel/sdk v1.36.0 // indirect
+	go.opentelemetry.io/otel/trace v1.36.0 // indirect
+	golang.org/x/crypto v0.41.0 // indirect
+	golang.org/x/net v0.43.0 // indirect
+	golang.org/x/oauth2 v0.30.0 // indirect
+	golang.org/x/sys v0.35.0 // indirect
+	golang.org/x/text v0.28.0 // indirect
+	google.golang.org/api v0.248.0 // indirect
+	google.golang.org/genai v1.11.1 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c // indirect
+	google.golang.org/grpc v1.74.2 // indirect
+	google.golang.org/protobuf v1.36.7 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
 )

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

@@ -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 v0.123.0 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 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/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
-cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
-cloud.google.com/go/compute/metadata v0.9.0/go.mod h1:E0bWwX5wTnLPedCKqk3pJmVgCBSM6qQI1yTBdEb3C10=
-cloud.google.com/go/iam v1.5.3 h1:+vMINPiDF2ognBJ97ABAYYwRgsaqxPbQDlMnbHMjolc=
-cloud.google.com/go/iam v1.5.3/go.mod h1:MR3v9oLkZCTlaqljW6Eb2d3HGDGK5/bDv93jhfISFvU=
-cloud.google.com/go/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=
+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=
 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 v0.0.0-20251014123835-2ee22ca58382 h1:5IeUoAZvqwF6LcCnV99NbhrGKN6ihZgahJv5jKjmZ3k=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382/go.mod h1:HlzOvOjVBOfTGSRXRyY0OiCS/3J1akRGQQpRO/7zyF4=
+github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443 h1:aQ3y1lwWyqYPiWZThqv1aFbZMiM9vblcSArJRf2Irls=
+github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
 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 v1.35.0 h1:ixjkELDE+ru6idPxcHLj8LBVc2bFP7iBytj353BoHUo=
-github.com/envoyproxy/go-control-plane/envoy v1.35.0/go.mod h1:09qwbGVuSWWAyN5t/b3iyVfz5+z8QWGrzkoqm/8SbEs=
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@@ -53,8 +53,8 @@ github.com/goccy/go-yaml v1.17.1 h1:LI34wktB2xEE3ONG/2Ar54+/HJVBriAGJ55PHls4YuY=
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@@ -65,8 +65,8 @@ github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU
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@@ -84,14 +84,14 @@ github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10/go.mod h1
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@@ -101,58 +101,56 @@ github.com/xeipuuv/gojsonreference v0.0.0-20180127040603-bd5ef7bd5415 h1:EzJWgHo
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-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=
+golang.org/x/crypto v0.41.0 h1:WKYxWedPGCTVVl5+WHSSrOBT0O8lx32+zxmHxijgXp4=
+golang.org/x/crypto v0.41.0/go.mod h1:pO5AFd7FA68rFak7rOAGVuygIISepHftHnr8dr6+sUc=
+golang.org/x/net v0.43.0 h1:lat02VYK2j4aLzMzecihNvTlJNQUq316m2Mr9rnM6YE=
+golang.org/x/net v0.43.0/go.mod h1:vhO1fvI4dGsIjh73sWfUVjj3N7CA9WkKJNQm2svM6Jg=
+golang.org/x/oauth2 v0.30.0 h1:dnDm7JmhM45NNpd8FDDeLhK6FwqbOf4MLCM9zb1BOHI=
+golang.org/x/oauth2 v0.30.0/go.mod h1:B++QgG3ZKulg6sRPGD/mqlHQs5rB3Ml9erfeDY7xKlU=
+golang.org/x/sync v0.16.0 h1:ycBJEhp9p4vXvUZNszeOq0kGTPghopOL8q0fq3vstxw=
+golang.org/x/sync v0.16.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
+golang.org/x/sys v0.35.0 h1:vz1N37gP5bs89s7He8XuIYXpyY0+QlsKmzipCbUtyxI=
+golang.org/x/sys v0.35.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
+golang.org/x/text v0.28.0 h1:rhazDwis8INMIwQ4tpjLDzUhx6RlXqZNPEM0huQojng=
+golang.org/x/text v0.28.0/go.mod h1:U8nCwOR8jO/marOQ0QbDiOngZVEBB7MAiitBuMjXiNU=
+golang.org/x/time v0.12.0 h1:ScB/8o8olJvc+CQPWrK3fPZNfh7qgwCrY0zJmoEQLSE=
+golang.org/x/time v0.12.0/go.mod h1:CDIdPxbZBQxdj6cxyCIdrNogrJKMJ7pr37NYpMcMDSg=
+google.golang.org/api v0.248.0 h1:hUotakSkcwGdYUqzCRc5yGYsg4wXxpkKlW5ryVqvC1Y=
+google.golang.org/api v0.248.0/go.mod h1:yAFUAF56Li7IuIQbTFoLwXTCI6XCFKueOlS7S9e4F9k=
+google.golang.org/genai v1.11.1 h1:MgI2JVDaIQ1YMuzKFwgPciB+K6kQ8MCBMVL9u7Oa8qw=
+google.golang.org/genai v1.11.1/go.mod h1:HFXR1zT3LCdLxd/NW6IOSCczOYyRAxwaShvYbgPSeVw=
+google.golang.org/genproto v0.0.0-20250603155806-513f23925822 h1:rHWScKit0gvAPuOnu87KpaYtjK5zBMLcULh7gxkCXu4=
+google.golang.org/genproto v0.0.0-20250603155806-513f23925822/go.mod h1:HubltRL7rMh0LfnQPkMH4NPDFEWp0jw3vixw7jEM53s=
+google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c h1:AtEkQdl5b6zsybXcbz00j1LwNodDuH6hVifIaNqk7NQ=
+google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c/go.mod h1:ea2MjsO70ssTfCjiwHgI0ZFqcw45Ksuk2ckf9G468GA=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c h1:qXWI/sQtv5UKboZ/zUk7h+mrf/lXORyI+n9DKDAusdg=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c/go.mod h1:gw1tLEfykwDz2ET4a12jcXt4couGAm7IwsVaTy0Sflo=
+google.golang.org/grpc v1.74.2 h1:WoosgB65DlWVC9FqI82dGsZhWFNBSLjQ84bjROOpMu4=
+google.golang.org/grpc v1.74.2/go.mod h1:CtQ+BGjaAIXHs/5YS3i473GqwBBa1zGQNevxdeBEXrM=
+google.golang.org/protobuf v1.36.7 h1:IgrO7UwFQGJdRNXH/sQux4R1Dj1WAKcLElzeeRaXV2A=
+google.golang.org/protobuf v1.36.7/go.mod h1:jduwjTPXsFjZGTmRluh+L6NjiWu7pchiJ2/5YcXBHnY=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=

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

@@ -46,9 +46,9 @@ func main() {
 	}
 
 	// Initialize Genkit
-	g := genkit.Init(ctx,
+	g, err := genkit.Init(ctx,
 		genkit.WithPlugins(&googlegenai.GoogleAI{}),
-		genkit.WithDefaultModel("googleai/gemini-2.0-flash"),
+		genkit.WithDefaultModel("googleai/gemini-1.5-flash"),
 	)
 	if err != nil {
 		log.Fatalf("Failed to init genkit: %v\n", err)

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

@@ -3,18 +3,18 @@ module langchan-quickstart
 go 1.24.6
 
 require (
-	github.com/googleapis/mcp-toolbox-sdk-go v0.4.0
-	github.com/tmc/langchaingo v0.1.14
+	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
+	github.com/tmc/langchaingo v0.1.13
 )
 
 require (
-	cloud.google.com/go v0.123.0 // indirect
+	cloud.google.com/go v0.121.6 // indirect
 	cloud.google.com/go/ai v0.7.0 // indirect
-	cloud.google.com/go/aiplatform v1.105.0 // indirect
-	cloud.google.com/go/auth v0.17.0 // indirect
+	cloud.google.com/go/aiplatform v1.89.0 // indirect
+	cloud.google.com/go/auth v0.16.5 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
-	cloud.google.com/go/compute/metadata v0.9.0 // indirect
-	cloud.google.com/go/iam v1.5.3 // indirect
+	cloud.google.com/go/compute/metadata v0.8.0 // indirect
+	cloud.google.com/go/iam v1.5.2 // indirect
 	cloud.google.com/go/longrunning v0.6.7 // indirect
 	cloud.google.com/go/vertexai v0.12.0 // indirect
 	github.com/dlclark/regexp2 v1.10.0 // indirect
@@ -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 v1.2.1 // indirect
-	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.63.0 // indirect
-	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.63.0 // indirect
-	go.opentelemetry.io/otel v1.38.0 // indirect
-	go.opentelemetry.io/otel/metric v1.38.0 // indirect
-	go.opentelemetry.io/otel/trace v1.38.0 // indirect
-	golang.org/x/crypto v0.45.0 // indirect
-	golang.org/x/net v0.47.0 // indirect
-	golang.org/x/oauth2 v0.32.0 // indirect
-	golang.org/x/sync v0.18.0 // indirect
-	golang.org/x/sys v0.38.0 // indirect
-	golang.org/x/text v0.31.0 // indirect
-	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
+	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
 )

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 v0.123.0 h1:2NAUJwPR47q+E35uaJeYoNhuNEM9kM8SjgRgdeOJUSE=
-cloud.google.com/go v0.123.0/go.mod h1:xBoMV08QcqUGuPW65Qfm1o9Y4zKZBpGS+7bImXLTAZU=
+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/ai v0.7.0 h1:P6+b5p4gXlza5E+u7uvcgYlzZ7103ACg70YdZeC6oGE=
 cloud.google.com/go/ai v0.7.0/go.mod h1:7ozuEcraovh4ABsPbrec3o4LmFl9HigNI3D5haxYeQo=
-cloud.google.com/go/aiplatform v1.105.0 h1:Tbc2iEp7vbzgk6Vs4QexfNo8/nl+E+Na+FEreRZdhcM=
-cloud.google.com/go/aiplatform v1.105.0/go.mod h1:4rwKOMdubQOND81AlO3EckcskvEFCYSzXKfn42GMm8k=
-cloud.google.com/go/auth v0.17.0 h1:74yCm7hCj2rUyyAocqnFzsAYXgJhrG26XCFimrc/Kz4=
-cloud.google.com/go/auth v0.17.0/go.mod h1:6wv/t5/6rOPAX4fJiRjKkJCvswLwdet7G8+UGXt7nCQ=
+cloud.google.com/go/aiplatform v1.89.0 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/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
-cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
-cloud.google.com/go/compute/metadata v0.9.0/go.mod h1:E0bWwX5wTnLPedCKqk3pJmVgCBSM6qQI1yTBdEb3C10=
-cloud.google.com/go/iam v1.5.3 h1:+vMINPiDF2ognBJ97ABAYYwRgsaqxPbQDlMnbHMjolc=
-cloud.google.com/go/iam v1.5.3/go.mod h1:MR3v9oLkZCTlaqljW6Eb2d3HGDGK5/bDv93jhfISFvU=
+cloud.google.com/go/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/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 v1.24.3 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/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/vertexai v0.12.0 h1:zTadEo/CtsoyRXNx3uGCncoWAP1H2HakGqwznt+iMo8=
 cloud.google.com/go/vertexai v0.12.0/go.mod h1:8u+d0TsvBfAAd2x5R6GMgbYhsLgo3J7lmP4bR8g2ig8=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.30.0 h1:sBEjpZlNHzK1voKq9695PJSX2o5NEXl7/OL3coiIY0c=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.30.0/go.mod h1:P4WPRUkOhJC13W//jWpyfJNDAIpvRbAUIYLX/4jtlE0=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0 h1:ErKg/3iS1AKcTkf3yixlZ54f9U1rljCkQyEXWUnIUxc=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0/go.mod h1:yAZHSGnqScoU556rBOVkwLze6WP5N+U11RHuWaGVxwY=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0 h1:owcC2UnmsZycprQ5RfRgjydWhuoxg71LUfyiQdijZuM=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0/go.mod h1:ZPpqegjbE99EPKsu3iUWV22A04wzGPcAY/ziSIQEEgs=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0 h1:Ron4zCA/yk6U7WOBXhTJcDpsUBG9npumK6xw2auFltQ=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0/go.mod h1:cSgYe11MCNYunTnRXrKiR/tHc0eoKjICUuWpNZoVCOo=
 github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382 h1:5IeUoAZvqwF6LcCnV99NbhrGKN6ihZgahJv5jKjmZ3k=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382/go.mod h1:HlzOvOjVBOfTGSRXRyY0OiCS/3J1akRGQQpRO/7zyF4=
+github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443 h1:aQ3y1lwWyqYPiWZThqv1aFbZMiM9vblcSArJRf2Irls=
+github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/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 v1.35.0 h1:ixjkELDE+ru6idPxcHLj8LBVc2bFP7iBytj353BoHUo=
-github.com/envoyproxy/go-control-plane/envoy v1.35.0/go.mod h1:09qwbGVuSWWAyN5t/b3iyVfz5+z8QWGrzkoqm/8SbEs=
+github.com/envoyproxy/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/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 v4.1.3 h1:CVLmWDhDVRa6Mi/IgCgaopNosCaHz7zrMeF9MlZRkrs=
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@@ -66,68 +66,66 @@ 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/langchain/quickstart.go

@@ -59,7 +59,7 @@ func main() {
 	ctx := context.Background()
 
 	// Initialize the Google AI client (LLM).
-	llm, err := googleai.New(ctx, googleai.WithAPIKey(genaiKey), googleai.WithDefaultModel("gemini-2.0-flash"))
+	llm, err := googleai.New(ctx, googleai.WithAPIKey(genaiKey), googleai.WithDefaultModel("gemini-1.5-flash"))
 	if err != nil {
 		log.Fatalf("Failed to create Google AI client: %v", err)
 	}

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

@@ -3,36 +3,36 @@ module openai-quickstart
 go 1.24.6
 
 require (
-	github.com/googleapis/mcp-toolbox-sdk-go v0.4.0
-	github.com/openai/openai-go/v3 v3.8.1
+	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
+	github.com/openai/openai-go v1.12.0
 )
 
 require (
-	cloud.google.com/go/auth v0.17.0 // indirect
+	cloud.google.com/go/auth v0.16.5 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
-	cloud.google.com/go/compute/metadata v0.9.0 // indirect
+	cloud.google.com/go/compute/metadata v0.8.0 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/google/s2a-go v0.1.9 // indirect
 	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
 	github.com/googleapis/gax-go/v2 v2.15.0 // indirect
-	github.com/tidwall/gjson v1.18.0 // indirect
+	github.com/tidwall/gjson v1.14.4 // indirect
 	github.com/tidwall/match v1.1.1 // indirect
 	github.com/tidwall/pretty v1.2.1 // indirect
 	github.com/tidwall/sjson v1.2.5 // indirect
-	go.opentelemetry.io/auto/sdk v1.2.1 // 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
+	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
 )

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

@@ -1,42 +1,46 @@
-cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
-cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
-cloud.google.com/go v0.123.0 h1:2NAUJwPR47q+E35uaJeYoNhuNEM9kM8SjgRgdeOJUSE=
-cloud.google.com/go v0.123.0/go.mod h1:xBoMV08QcqUGuPW65Qfm1o9Y4zKZBpGS+7bImXLTAZU=
-cloud.google.com/go/auth v0.17.0 h1:74yCm7hCj2rUyyAocqnFzsAYXgJhrG26XCFimrc/Kz4=
-cloud.google.com/go/auth v0.17.0/go.mod h1:6wv/t5/6rOPAX4fJiRjKkJCvswLwdet7G8+UGXt7nCQ=
+cel.dev/expr v0.23.0 h1:wUb94w6OYQS4uXraxo9U+wUAs9jT47Xvl4iPgAwM2ss=
+cel.dev/expr v0.23.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
+cloud.google.com/go v0.121.1 h1:S3kTQSydxmu1JfLRLpKtxRPA7rSrYPRPEUmL/PavVUw=
+cloud.google.com/go v0.121.1/go.mod h1:nRFlrHq39MNVWu+zESP2PosMWA0ryJw8KUBZ2iZpxbw=
+cloud.google.com/go/auth v0.16.2 h1:QvBAGFPLrDeoiNjyfVunhQ10HKNYuOwZ5noee0M5df4=
+cloud.google.com/go/auth v0.16.2/go.mod h1:sRBas2Y1fB1vZTdurouM0AzuYQBMZinrUYL8EufhtEA=
+cloud.google.com/go/auth v0.16.5 h1:mFWNQ2FEVWAliEQWpAdH80omXFokmrnbDhUS9cBywsI=
+cloud.google.com/go/auth v0.16.5/go.mod h1:utzRfHMP+Vv0mpOkTRQoWD2q3BatTOoWbA7gCc2dUhQ=
 cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
-cloud.google.com/go/compute/metadata v0.9.0 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=
+cloud.google.com/go/compute/metadata v0.7.0 h1:PBWF+iiAerVNe8UCHxdOt6eHLVc3ydFeOCw78U8ytSU=
+cloud.google.com/go/compute/metadata v0.7.0/go.mod h1:j5MvL9PprKL39t166CoB1uVHfQMs4tFQZZcKwksXUjo=
+cloud.google.com/go/compute/metadata v0.8.0 h1:HxMRIbao8w17ZX6wBnjhcDkW6lTFpgcaobyVfZWqRLA=
+cloud.google.com/go/compute/metadata v0.8.0/go.mod h1:sYOGTp851OV9bOFJ9CH7elVvyzopvWQFNNghtDQ/Biw=
+cloud.google.com/go/iam v1.5.2 h1:qgFRAGEmd8z6dJ/qyEchAuL9jpswyODjA2lS+w234g8=
+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 v1.55.0 h1:NESjdAToN9u1tmhVqhXCaCwYBuvEhZLLv0gBr+2znf0=
+cloud.google.com/go/storage v1.55.0/go.mod h1:ztSmTTwzsdXe5syLVS0YsbFxXuvEmEyZj7v7zChEmuY=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0 h1:ErKg/3iS1AKcTkf3yixlZ54f9U1rljCkQyEXWUnIUxc=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0/go.mod h1:yAZHSGnqScoU556rBOVkwLze6WP5N+U11RHuWaGVxwY=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.52.0 h1:QFgWzcdmJlgEAwJz/zePYVJQxfoJGRtgIqZfIUFg5oQ=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.52.0/go.mod h1:ayYHuYU7iNcNtEs1K9k6D/Bju7u1VEHMQm5qQ1n3GtM=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.52.0 h1:wbMd4eG/fOhsCa6+IP8uEDvWF5vl7rNoUWmP5f72Tbs=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.52.0/go.mod h1:gdIm9TxRk5soClCwuB0FtdXsbqtw0aqPwBEurK9tPkw=
 github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382 h1:5IeUoAZvqwF6LcCnV99NbhrGKN6ihZgahJv5jKjmZ3k=
-github.com/cncf/xds/go v0.0.0-20251014123835-2ee22ca58382/go.mod h1:HlzOvOjVBOfTGSRXRyY0OiCS/3J1akRGQQpRO/7zyF4=
+github.com/cncf/xds/go v0.0.0-20250326154945-ae57f3c0d45f h1:C5bqEmzEPLsHm9Mv73lSE9e9bKV23aB1vxOsmZrkl3k=
+github.com/cncf/xds/go v0.0.0-20250326154945-ae57f3c0d45f/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/envoyproxy/go-control-plane v0.13.4 h1:zEqyPVyku6IvWCFwux4x9RxkLOMUL+1vC9xUFv5l2/M=
-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/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/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 v4.1.3 h1:CVLmWDhDVRa6Mi/IgCgaopNosCaHz7zrMeF9MlZRkrs=
-github.com/go-jose/go-jose/v4 v4.1.3/go.mod h1:x4oUasVrzR7071A4TnHLGSPpNOm2a21K9Kf04k1rs08=
+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-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=
@@ -52,23 +56,27 @@ github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
 github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU9uHLo7OnF5tL52HFAgMmyrf4=
 github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
+github.com/googleapis/gax-go/v2 v2.14.2 h1:eBLnkZ9635krYIPD+ag1USrOAI0Nr0QYF3+/3GqO0k0=
+github.com/googleapis/gax-go/v2 v2.14.2/go.mod h1:ON64QhlJkhVtSqp4v1uaK92VyZ2gmvDQsweuyLV+8+w=
 github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
 github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0 h1:SYJRZzmOyXs9anKp+dfq4rprO92KKnxNyJCCsLkW7nw=
-github.com/googleapis/mcp-toolbox-sdk-go v0.4.0/go.mod h1:ivRLILO1B72J2HWCjSStemdhTWccjfW9FnEj4SAM81w=
-github.com/openai/openai-go/v3 v3.8.1 h1:b+YWsmwqXnbpSHWQEntZAkKciBZ5CJXwL68j+l59UDg=
-github.com/openai/openai-go/v3 v3.8.1/go.mod h1:UOpNxkqC9OdNXNUfpNByKOtB4jAL0EssQXq5p8gO0Xs=
+github.com/googleapis/mcp-toolbox-sdk-go v0.2.0 h1:y242XXymvSDJ84FhDvSqpyjq4bOtRDy6yOxs7QR8etY=
+github.com/googleapis/mcp-toolbox-sdk-go v0.2.0/go.mod h1:Zd5cooy5sH5ThiTwzhKtZZxTkLGbPlqDZ9c8er969Ug=
+github.com/googleapis/mcp-toolbox-sdk-go v0.3.0 h1:m/en3Pp3iGc99SYejUS9iQ01QXsDKMVA+Z456P6mAxY=
+github.com/googleapis/mcp-toolbox-sdk-go v0.3.0/go.mod h1:DYgNeEV9WHpesG9O2Esr0o+s7Nag0H3h3U2JstK1g6I=
+github.com/openai/openai-go v1.12.0 h1:NBQCnXzqOTv5wsgNC36PrFEiskGfO5wccfCWDo9S1U0=
+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 v2.6.0 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/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/tidwall/gjson v1.14.2/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk=
-github.com/tidwall/gjson v1.18.0 h1:FIDeeyB800efLX89e5a8Y0BNH+LOngJyGrIWxG2FKQY=
-github.com/tidwall/gjson v1.18.0/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk=
+github.com/tidwall/gjson v1.14.4 h1:uo0p8EbA09J7RQaflQ1aBRffTR7xedD2bcIVSYxLnkM=
+github.com/tidwall/gjson v1.14.4/go.mod h1:/wbyibRr2FHMks5tjHJ5F8dMZh3AcwJEMf5vlfC0lxk=
 github.com/tidwall/match v1.1.1 h1:+Ho715JplO36QYgwN9PGYNhgZvoUSc9X2c80KVTi+GA=
 github.com/tidwall/match v1.1.1/go.mod h1:eRSPERbgtNPcGhD8UCthc6PmLEQXEWd3PRB5JTxsfmM=
 github.com/tidwall/pretty v1.2.0/go.mod h1:ITEVvHYasfjBbM0u2Pg8T2nJnzm8xPwvNhhsoaGGjNU=
@@ -76,51 +84,67 @@ 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=
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docs/en/getting-started/quickstart/go/openAI/quickstart.go

@@ -7,31 +7,29 @@ import (
 	"log"
 
 	"github.com/googleapis/mcp-toolbox-sdk-go/core"
-	openai "github.com/openai/openai-go/v3"
+	openai "github.com/openai/openai-go"
 )
 
 // ConvertToOpenAITool converts a ToolboxTool into the go-openai library's Tool format.
-func ConvertToOpenAITool(toolboxTool *core.ToolboxTool) openai.ChatCompletionToolUnionParam {
+func ConvertToOpenAITool(toolboxTool *core.ToolboxTool) openai.ChatCompletionToolParam {
 	// Get the input schema
 	jsonSchemaBytes, err := toolboxTool.InputSchema()
 	if err != nil {
-		return openai.ChatCompletionToolUnionParam{}
+		return openai.ChatCompletionToolParam{}
 	}
 
 	// Unmarshal the JSON bytes into FunctionParameters
 	var paramsSchema openai.FunctionParameters
 	if err := json.Unmarshal(jsonSchemaBytes, &paramsSchema); err != nil {
-		return openai.ChatCompletionToolUnionParam{}
+		return openai.ChatCompletionToolParam{}
 	}
 
 	// Create and return the final tool parameter struct.
-	return openai.ChatCompletionToolUnionParam{
-		OfFunction: &openai.ChatCompletionFunctionToolParam{
-			Function: openai.FunctionDefinitionParam{
-				Name:        toolboxTool.Name(),
-				Description: openai.String(toolboxTool.Description()),
-				Parameters:  paramsSchema,
-			},
+	return openai.ChatCompletionToolParam{
+		Function: openai.FunctionDefinitionParam{
+			Name:        toolboxTool.Name(),
+			Description: openai.String(toolboxTool.Description()),
+			Parameters:  paramsSchema,
 		},
 	}
 }
@@ -71,7 +69,7 @@ func main() {
 		log.Fatalf("Failed to load tool : %v\nMake sure your Toolbox server is running and the tool is configured.", err)
 	}
 
-	openAITools := make([]openai.ChatCompletionToolUnionParam, len(tools))
+	openAITools := make([]openai.ChatCompletionToolParam, len(tools))
 	toolsMap := make(map[string]*core.ToolboxTool, len(tools))
 
 	for i, tool := range tools {

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

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

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

@@ -1,56 +0,0 @@
-import { InMemoryRunner, LlmAgent, LogLevel } from '@google/adk';
-import { ToolboxClient } from '@toolbox-sdk/adk';
-
-const prompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`;
-
-const queries = [
-  "Find hotels with Basel in its name.",
-  "Can you book the Hilton Basel for me?",
-  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-  "My check in dates would be from April 10, 2024 to April 19, 2024.",
-];
-
-process.env.GOOGLE_GENAI_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key
-
-export async function main() {
-  const userId = 'test_user';
-  const client = new ToolboxClient('http://127.0.0.1:5000');
-  const tools = await client.loadToolset("my-toolset");
-
-  const rootAgent = new LlmAgent({
-    name: 'hotel_agent',
-    model: 'gemini-2.5-flash',
-    description: 'Agent for hotel bookings and administration.',
-    instruction: prompt,
-    tools: tools,
-  });
-
-  const appName = rootAgent.name;
-  const runner = new InMemoryRunner({ agent: rootAgent, appName, logLevel: LogLevel.ERROR, });
-  const session = await runner.sessionService.createSession({ appName, userId });
-
-  for (const query of queries) {
-    await runPrompt(runner, userId, session.id, query);
-  }
-}
-
-async function runPrompt(runner, userId, sessionId, prompt) {
-  const content = { role: 'user', parts: [{ text: prompt }] };
-  const stream = runner.runAsync({ userId, sessionId, newMessage: content });
-  const responses = await Array.fromAsync(stream);
-  const accumulatedResponse = responses
-    .flatMap((e) => e.content?.parts?.map((p) => p.text) ?? [])
-    .join('');
-
-  console.log(`\nMODEL RESPONSE: ${accumulatedResponse}\n`);
-}
-
-main();

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

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

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

@@ -11,9 +11,9 @@
   "author": "",
   "license": "ISC",
   "dependencies": {
-    "@langchain/google-genai": "^2.0.0",
-    "@langchain/langgraph": "^1.0.0",
+    "@langchain/google-genai": "^0.2.17",
+    "@langchain/langgraph": "^0.4.9",
     "@toolbox-sdk/core": "^0.1.2",
-    "langchain": "^1.0.0"
+    "langchain": "^0.3.33"
   }
 }

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

@@ -1,15 +1,71 @@
-from google.adk import Agent
-from google.adk.apps import App
+from google.adk.agents import Agent
+from google.adk.runners import Runner
+from google.adk.sessions import InMemorySessionService
+from google.adk.artifacts.in_memory_artifact_service import InMemoryArtifactService
+from google.genai import types
 from toolbox_core import ToolboxSyncClient
 
-# TODO(developer): update the TOOLBOX_URL to your toolbox endpoint
-client = ToolboxSyncClient("http://127.0.0.1:5000")
+import asyncio
+import os
 
-root_agent = Agent(
-    name='root_agent',
-    model='gemini-2.5-flash',
-    instruction="You are a helpful AI assistant designed to provide accurate and useful information.",
-    tools=client.load_toolset(),
-)
+# TODO(developer): replace this with your Google API key
 
-app = App(root_agent=root_agent, name="my_agent")
+api_key = os.environ.get("GOOGLE_API_KEY") or "your-api-key" # Set your API key here
+os.environ["GOOGLE_API_KEY"] = api_key
+
+async def main():
+  with ToolboxSyncClient("http://127.0.0.1:5000") as toolbox_client:
+
+      prompt = """
+        You're a helpful hotel assistant. You handle hotel searching, booking and
+        cancellations. When the user searches for a hotel, mention it's name, id,
+        location and price tier. Always mention hotel ids while performing any
+        searches. This is very important for any operations. For any bookings or
+        cancellations, please provide the appropriate confirmation. Be sure to
+        update checkin or checkout dates if mentioned by the user.
+        Don't ask for confirmations from the user.
+      """
+
+      root_agent = Agent(
+          model='gemini-2.0-flash-001',
+          name='hotel_agent',
+          description='A helpful AI assistant.',
+          instruction=prompt,
+          tools=toolbox_client.load_toolset("my-toolset"),
+      )
+
+      session_service = InMemorySessionService()
+      artifacts_service = InMemoryArtifactService()
+      session = await session_service.create_session(
+          state={}, app_name='hotel_agent', user_id='123'
+      )
+      runner = Runner(
+          app_name='hotel_agent',
+          agent=root_agent,
+          artifact_service=artifacts_service,
+          session_service=session_service,
+      )
+
+      queries = [
+          "Find hotels in Basel with Basel in its name.",
+          "Can you book the Hilton Basel for me?",
+          "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+          "My check in dates would be from April 10, 2024 to April 19, 2024.",
+      ]
+
+      for query in queries:
+          content = types.Content(role='user', parts=[types.Part(text=query)])
+          events = runner.run(session_id=session.id,
+                              user_id='123', new_message=content)
+
+          responses = (
+            part.text
+            for event in events
+            for part in event.content.parts
+            if part.text is not None
+          )
+
+          for text in responses:
+            print(text)
+
+asyncio.run(main())

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

@@ -1,3 +1,3 @@
-google-adk==1.19.0
-toolbox-core==0.5.3
-pytest==9.0.1
+google-adk==1.15.0
+toolbox-core==0.5.2
+pytest==8.4.2

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

@@ -1,3 +1,3 @@
-google-genai==1.52.0
-toolbox-core==0.5.3
-pytest==9.0.1
+google-genai==1.38.0
+toolbox-core==0.5.2
+pytest==8.4.2

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

@@ -1,5 +1,5 @@
-langchain==1.1.0
-langchain-google-vertexai==3.1.0
-langgraph==1.0.4
-toolbox-langchain==0.5.3
-pytest==9.0.1
+langchain==0.3.27
+langchain-google-vertexai==2.1.2
+langgraph==0.6.7
+toolbox-langchain==0.5.2
+pytest==8.4.2

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

@@ -1,4 +1,4 @@
-llama-index==0.14.8
-llama-index-llms-google-genai==0.7.3
-toolbox-llamaindex==0.5.3
-pytest==9.0.1
+llama-index==0.14.3
+llama-index-llms-google-genai==0.6.0
+toolbox-llamaindex==0.5.2
+pytest==8.4.2

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

@@ -44,28 +44,15 @@ class TestExecution:
     @pytest.fixture(scope="function")
     def script_output(self, capsys):
         """Run the quickstart function and return its output."""
-
-        # TODO: Add better validation for ADK once we have a way to capture its
-        # output.
-        if ORCH_NAME == "adk":
-            return quickstart.app.root_agent.name
-        else:
-            asyncio.run(quickstart.main())
-
+        asyncio.run(quickstart.main())
         return capsys.readouterr()
 
     def test_script_runs_without_errors(self, script_output):
         """Test that the script runs and produces no stderr."""
-        if ORCH_NAME == "adk":
-            return
         assert script_output.err == "", f"Script produced stderr: {script_output.err}"
 
     def test_keywords_in_output(self, script_output, golden_keywords):
         """Test that expected keywords are present in the script's output."""
-        
-        if ORCH_NAME == "adk":
-            assert script_output == "root_agent"
-            return
         output = script_output.out
         missing_keywords = [kw for kw in golden_keywords if kw not in output]
         assert not missing_keywords, f"Missing keywords in output: {missing_keywords}"

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

@@ -13,7 +13,7 @@ In this section, we will download Toolbox, configure our tools in a
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 
@@ -116,7 +116,7 @@ In this section, we will download Toolbox, configure our tools in a
     ```
 
     {{< notice note >}}
-Toolbox enables dynamic reloading by default. To disable, use the
-`--disable-reload` flag.
+    Toolbox enables dynamic reloading by default. To disable, use the
+    `--disable-reload` flag.
     {{< /notice >}}
 <!-- [END configure_toolbox] -->

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

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

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

@@ -52,7 +52,6 @@ instance, database and users:
         * All `editor` and `viewer` tools
         * `create_instance`
         * `create_user`
-        * `clone_instance`
 
 ## Install MCP Toolbox
 
@@ -255,7 +254,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 
 {{% tab header="Gemini Code Assist" lang="en" %}}
@@ -280,7 +278,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{< /tabpane >}}
 
@@ -290,7 +287,6 @@ Your AI tool is now connected to Cloud SQL for SQL Server using MCP.
 
 The `cloud-sql-mssql-admin` server provides tools for managing your Cloud SQL
 instances and interacting with your database:
-
 * **create_instance**: Creates a new Cloud SQL for SQL Server instance.
 * **get_instance**: Gets information about a Cloud SQL instance.
 * **list_instances**: Lists Cloud SQL instances in a project.
@@ -298,7 +294,6 @@ instances and interacting with your database:
 * **list_databases**: Lists all databases for a Cloud SQL instance.
 * **create_user**: Creates a new user in a Cloud SQL instance.
 * **wait_for_operation**: Waits for a Cloud SQL operation to complete.
-* **clone_instance**: Creates a clone of an existing Cloud SQL for SQL Server instance.
 
 {{< notice note >}}
 Prebuilt tools are pre-1.0, so expect some tool changes between versions. LLMs

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

@@ -52,7 +52,6 @@ database and users:
         * All `editor` and `viewer` tools
         * `create_instance`
         * `create_user`
-        * `clone_instance`
 
 ## Install MCP Toolbox
 
@@ -255,7 +254,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 
 {{% tab header="Gemini Code Assist" lang="en" %}}
@@ -280,7 +278,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{< /tabpane >}}
 
@@ -290,7 +287,6 @@ Your AI tool is now connected to Cloud SQL for MySQL using MCP.
 
 The `cloud-sql-mysql-admin` server provides tools for managing your Cloud SQL
 instances and interacting with your database:
-
 * **create_instance**: Creates a new Cloud SQL for MySQL instance.
 * **get_instance**: Gets information about a Cloud SQL instance.
 * **list_instances**: Lists Cloud SQL instances in a project.
@@ -298,7 +294,6 @@ instances and interacting with your database:
 * **list_databases**: Lists all databases for a Cloud SQL instance.
 * **create_user**: Creates a new user in a Cloud SQL instance.
 * **wait_for_operation**: Waits for a Cloud SQL operation to complete.
-* **clone_instance**: Creates a clone of an existing Cloud SQL for MySQL instance.
 
 {{< notice note >}}
 Prebuilt tools are pre-1.0, so expect some tool changes between versions. LLMs

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

@@ -52,7 +52,6 @@ instance, database and users:
         * All `editor` and `viewer` tools
         * `create_instance`
         * `create_user`
-        * `clone_instance`
 
 ## Install MCP Toolbox
 
@@ -255,7 +254,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 
 {{% tab header="Gemini Code Assist" lang="en" %}}
@@ -280,7 +278,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{< /tabpane >}}
 
@@ -290,7 +287,6 @@ Your AI tool is now connected to Cloud SQL for PostgreSQL using MCP.
 
 The `cloud-sql-postgres-admin` server provides tools for managing your Cloud SQL
 instances and interacting with your database:
-
 * **create_instance**: Creates a new Cloud SQL for PostgreSQL instance.
 * **get_instance**: Gets information about a Cloud SQL instance.
 * **list_instances**: Lists Cloud SQL instances in a project.
@@ -298,7 +294,6 @@ instances and interacting with your database:
 * **list_databases**: Lists all databases for a Cloud SQL instance.
 * **create_user**: Creates a new user in a Cloud SQL instance.
 * **wait_for_operation**: Waits for a Cloud SQL operation to complete.
-* **clone_instance**: Creates a clone of an existing Cloud SQL for PostgreSQL instance.
 
 {{< notice note >}}
 Prebuilt tools are pre-1.0, so expect some tool changes between versions. LLMs

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

@@ -46,22 +46,21 @@ to expose your developer assistant tools to a Looker instance:
    v0.10.0+:
 
    <!-- {x-release-please-start-version} -->
-
 {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->
@@ -83,8 +82,7 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
 {{< tabpane text=true >}}
 {{% tab header="Gemini-CLI" lang="en" %}}
 
-1. Install
-   [Gemini-CLI](https://github.com/google-gemini/gemini-cli#install-globally-with-npm).
+1. Install [Gemini-CLI](https://github.com/google-gemini/gemini-cli#install-globally-with-npm).
 1. Create a directory `.gemini` in your home directory if it doesn't exist.
 1. Create the file `.gemini/settings.json` if it doesn't exist.
 1. Add the following configuration, or add the mcpServers stanza if you already
@@ -289,16 +287,8 @@ Your AI tool is now connected to Looker using MCP. Try asking your AI
 assistant to list models, explores, dimensions, and measures. Run a
 query, retrieve the SQL for a query, and run a saved Look.
 
-The full tool list is available in the [Prebuilt Tools
-Reference](../../reference/prebuilt-tools/#looker).
-
 The following tools are available to the LLM:
 
-### Looker Model and Query Tools
-
-These tools are used to get information about a Looker model
-and execute queries against that model.
-
 1. **get_models**: list the LookML models in Looker
 1. **get_explores**: list the explores in a given model
 1. **get_dimensions**: list the dimensions in a given explore
@@ -308,50 +298,13 @@ and execute queries against that model.
 1. **query**: Run a query and return the data
 1. **query_sql**: Return the SQL generated by Looker for a query
 1. **query_url**: Return a link to the query in Looker for further exploration
-
-### Looker Content Tools
-
-These tools get saved content (Looks and Dashboards) from a Looker
-instance and create new saved content.
-
 1. **get_looks**: Return the saved Looks that match a title or description
 1. **run_look**: Run a saved Look and return the data
 1. **make_look**: Create a saved Look in Looker and return the URL
-1. **get_dashboards**: Return the saved dashboards that match a title or
-   description
-1. **run_dashboard**: Run the queries associated with a dashboard and return the
-   data
+1. **get_dashboards**: Return the saved dashboards that match a title or description
 1. **make_dashboard**: Create a saved dashboard in Looker and return the URL
 1. **add_dashboard_element**: Add a tile to a dashboard
 
-### Looker Instance Health Tools
-
-These tools offer the same health check algorithms that the popular
-CLI [Henry](https://github.com/looker-open-source/henry) offers.
-
-1. **health_pulse**: Check the health of a Looker intance
-1. **health_analyze**: Analyze the usage of a Looker object
-1. **health_vacuum**: Find LookML elements that might be unused
-
-### LookML Authoring Tools
-
-These tools allow enable the caller to write and modify LookML files
-as well as get the database schema needed to write LookML effectively.
-
-1. **dev_mode**: Activate dev mode.
-1. **get_projects**: Get the list of LookML projects
-1. **get_project_files**: Get the list of files in a project
-1. **get_project_file**: Get the contents of a file in a project
-1. **create_project_file**: Create a file in a project
-1. **update_project_file**: Update the contents of a file in a project
-1. **delete_project_file**: Delete a file in a project
-1. **get_connections**: Get the list of connections
-1. **get_connection_schemas**: Get the list of schemas for a connection
-1. **get_connection_databases**: Get the list of databases for a connection
-1. **get_connection_tables**: Get the list of tables for a connection
-1. **get_connection_table_columns**: Get the list of columns for a table in a
-   connection
-
 {{< notice note >}}
 Prebuilt tools are pre-1.0, so expect some tool changes between versions. LLMs
 will adapt to the tools available, so this shouldn't affect most users.

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

@@ -45,19 +45,19 @@ instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->
@@ -217,7 +217,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{% tab header="Windsurf" lang="en" %}}
 
@@ -244,7 +243,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{% tab header="Gemini CLI" lang="en" %}}
 
@@ -272,7 +270,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{% tab header="Gemini Code Assist" lang="en" %}}
 
@@ -302,7 +299,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{< /tabpane >}}
 

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/v0.22.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->
@@ -215,7 +215,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{% tab header="Windsurf" lang="en" %}}
 
@@ -242,7 +241,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{% tab header="Gemini CLI" lang="en" %}}
 
@@ -270,7 +268,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{% tab header="Gemini Code Assist" lang="en" %}}
 
@@ -300,7 +297,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{< /tabpane >}}
 

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/v0.22.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->
@@ -79,10 +79,10 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
 {{% tab header="Claude code" lang="en" %}}
 
 1.  Install [Claude
-    Code](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview).
+    Code](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview). 
 1.  Create a `.mcp.json` file in your project root if it doesn't exist.
 1.  Add the following configuration, replace the environment variables with your
-    values, and save:
+    values, and save: 
 
     ```json
     {
@@ -108,7 +108,7 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
 1.  Open [Claude desktop](https://claude.ai/download) and navigate to Settings.
 1.  Under the Developer tab, tap Edit Config to open the configuration file.
 1.  Add the following configuration, replace the environment variables with your
-    values, and save:
+    values, and save: 
 
     ```json
     {
@@ -129,15 +129,15 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
 
 1.  Restart Claude desktop.
 1.  From the new chat screen, you should see a hammer (MCP) icon appear with the
-    new MCP server available.
+    new MCP server available. 
 {{% /tab %}}
 {{% tab header="Cline" lang="en" %}}
 
 1.  Open the [Cline](https://github.com/cline/cline) extension in VS Code and
-    tap the **MCP Servers** icon.
+    tap the **MCP Servers** icon. 
 1.  Tap Configure MCP Servers to open the configuration file.
 1.  Add the following configuration, replace the environment variables with your
-    values, and save:
+    values, and save: 
 
     ```json
     {
@@ -156,15 +156,13 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
     }
     ```
 
-1.  You should see a green active status after the server is successfully
-    connected.
+1.  You should see a green active status after the server is successfully connected.
 {{% /tab %}}
 {{% tab header="Cursor" lang="en" %}}
 
 1.  Create a `.cursor` directory in your project root if it doesn't exist.
 1.  Create a `.cursor/mcp.json` file if it doesn't exist and open it.
-1.  Add the following configuration, replace the environment variables with your
-    values, and save:
+1.  Add the following configuration, replace the environment variables with your values, and save:
 
     ```json
     {
@@ -213,7 +211,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{% tab header="Windsurf" lang="en" %}}
 
@@ -239,7 +236,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{% tab header="Gemini CLI" lang="en" %}}
 
@@ -266,7 +262,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{% tab header="Gemini Code Assist" lang="en" %}}
 
@@ -295,7 +290,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{< /tabpane >}}
 

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/v0.22.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.16.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->
@@ -287,7 +287,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 
 {{% tab header="Gemini Code Assist" lang="en" %}}
@@ -314,7 +313,6 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.22.0/windows/amd64/toolb
       }
     }
     ```
-
 {{% /tab %}}
 {{< /tabpane >}}