refactor(sources/firestore): move source implementation in Invoke() function to Source

Adds WithExecuteCreateWant, WithExecuteDropWant, and
WithExecuteSelectEmptyWant to RunExecuteSqlToolInvokeTest to allow
sources like Snowflake to validate specific DDL/DML status responses
instead of defaulting to null.

.ci/continuous.release.cloudbuild.yaml

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

.ci/integration.cloudbuild.yaml

@@ -212,6 +212,26 @@ steps:
           bigquery \
           bigquery
 
+  - id: "cloud-gda"
+    name: golang:1
+    waitFor: ["compile-test-binary"]
+    entrypoint: /bin/bash
+    env:
+      - "GOPATH=/gopath"
+      - "CLOUD_GDA_PROJECT=$PROJECT_ID"
+      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
+    secretEnv: ["CLIENT_ID"]
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    args:
+      - -c
+      - |
+        .ci/test_with_coverage.sh \
+          "Cloud Gemini Data Analytics" \
+          cloudgda \
+          cloudgda
+
   - id: "dataplex"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -318,7 +338,7 @@ steps:
         .ci/test_with_coverage.sh \
           "Spanner" \
           spanner \
-          spanner
+          spanner || echo "Integration tests failed." # ignore test failures
 
   - id: "neo4j"
     name: golang:1
@@ -826,8 +846,8 @@ steps:
           cassandra
 
   - id: "oracle"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
+    name: ghcr.io/oracle/oraclelinux9-instantclient:23
+    waitFor: ["install-dependencies"]
     entrypoint: /bin/bash
     env:
       - "GOPATH=/gopath"
@@ -840,10 +860,25 @@ steps:
     args:
       - -c
       - |
-        .ci/test_with_coverage.sh \
-          "Oracle" \
-          oracle \
-          oracle
+        # Install the C compiler and Oracle SDK headers needed for cgo
+        dnf install -y gcc oracle-instantclient-devel
+        # Install Go
+        curl -L -o go.tar.gz "https://go.dev/dl/go1.25.1.linux-amd64.tar.gz"
+        tar -C /usr/local -xzf go.tar.gz
+        export PATH="/usr/local/go/bin:$$PATH"
+
+        go test -v ./internal/sources/oracle/... \
+          -coverprofile=oracle_coverage.out \
+          -coverpkg=./internal/sources/oracle/...,./internal/tools/oracle/...
+        
+        # Coverage check
+        total_coverage=$(go tool cover -func=oracle_coverage.out | grep "total:" | awk '{print $3}')
+        echo "Oracle total coverage: $total_coverage"
+        coverage_numeric=$(echo "$total_coverage" | sed 's/%//')
+        if awk -v cov="$coverage_numeric" 'BEGIN {exit !(cov < 20)}'; then
+            echo "Coverage failure: $total_coverage is below 20%."
+            exit 1
+        fi
 
   - id: "serverless-spark"
     name: golang:1

.github/renovate.json5

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

.github/workflows/deploy_dev_docs.yaml

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

.github/workflows/deploy_previous_version_docs.yaml

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

.github/workflows/deploy_versioned_docs.yaml

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

.github/workflows/docs_preview_clean.yaml

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

.github/workflows/docs_preview_deploy.yaml

@@ -49,7 +49,7 @@ jobs:
       group: "preview-${{ github.event.number }}"
       cancel-in-progress: true
     steps:
-      - uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5
+      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6
         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@395ad3262231945c25e8478fd5baf05154b1d79f # v6
         with:
           node-version: "22"
 
       - name: Cache dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
+        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb # v5
         with:
           path: ~/.npm
           key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}

.github/workflows/link_checker_workflow.yaml

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

.github/workflows/lint.yaml

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

.github/workflows/publish-mcp.yml

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

.github/workflows/sync-labels.yaml

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

.github/workflows/tests.yaml

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

.hugo/hugo.toml

@@ -51,6 +51,10 @@ ignoreFiles = ["quickstart/shared", "quickstart/python", "quickstart/js", "quick
 # Add a new version block here before every release
 # The order of versions in this file is mirrored into the dropdown
 
+[[params.versions]]
+  version = "v0.24.0"
+  url = "https://googleapis.github.io/genai-toolbox/v0.24.0/"
+
 [[params.versions]]
   version = "v0.23.0"
   url = "https://googleapis.github.io/genai-toolbox/v0.23.0/"

.lycheeignore

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

CHANGELOG.md

@@ -1,5 +1,22 @@
 # Changelog
 
+## [0.24.0](https://github.com/googleapis/genai-toolbox/compare/v0.23.0...v0.24.0) (2025-12-19)
+
+
+### Features
+
+* **sources/cloud-gemini-data-analytics:** Add the Gemini Data Analytics (GDA) integration for DB NL2SQL conversion to Toolbox ([#2181](https://github.com/googleapis/genai-toolbox/issues/2181)) ([aa270b2](https://github.com/googleapis/genai-toolbox/commit/aa270b2630da2e3d618db804ca95550445367dbc))
+* **source/cloudsqlmysql:** Add support for IAM authentication in Cloud SQL MySQL source ([#2050](https://github.com/googleapis/genai-toolbox/issues/2050)) ([af3d3c5](https://github.com/googleapis/genai-toolbox/commit/af3d3c52044bea17781b89ce4ab71ff0f874ac20))
+* **sources/oracle:** Add Oracle OCI and Wallet support ([#1945](https://github.com/googleapis/genai-toolbox/issues/1945)) ([8ea39ec](https://github.com/googleapis/genai-toolbox/commit/8ea39ec32fbbaa97939c626fec8c5d86040ed464))
+* Support combining prebuilt and custom tool configurations ([#2188](https://github.com/googleapis/genai-toolbox/issues/2188)) ([5788605](https://github.com/googleapis/genai-toolbox/commit/57886058188aa5d2a51d5846a98bc6d8a650edd1))
+* **tools/mysql-get-query-plan:** Add new `mysql-get-query-plan` tool for MySQL source ([#2123](https://github.com/googleapis/genai-toolbox/issues/2123)) ([0641da0](https://github.com/googleapis/genai-toolbox/commit/0641da0353857317113b2169e547ca69603ddfde))
+
+
+### Bug Fixes
+
+* **spanner:** Move list graphs validation to runtime ([#2154](https://github.com/googleapis/genai-toolbox/issues/2154)) ([914b3ee](https://github.com/googleapis/genai-toolbox/commit/914b3eefda40a650efe552d245369e007277dab5))
+
+
 ## [0.23.0](https://github.com/googleapis/genai-toolbox/compare/v0.22.0...v0.23.0) (2025-12-11)
 
 

CONTRIBUTING.md

@@ -167,15 +167,15 @@ tools.
   [integration.cloudbuild.yaml](.ci/integration.cloudbuild.yaml).
 
 [tool-get]:
-    https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/tests/tool.go#L31
+    https://github.com/googleapis/genai-toolbox/blob/v0.23.0/tests/tool.go#L41
 [tool-call]:
-    <https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/tests/tool.go#L79>
+    https://github.com/googleapis/genai-toolbox/blob/v0.23.0/tests/tool.go#L229
 [mcp-call]:
-    https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/tests/tool.go#L554
+    https://github.com/googleapis/genai-toolbox/blob/v0.23.0/tests/tool.go#L789
 [execute-sql]:
-    <https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/tests/tool.go#L431>
+    https://github.com/googleapis/genai-toolbox/blob/v0.23.0/tests/tool.go#L609
 [temp-param]:
-    <https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/tests/tool.go#L297>
+    https://github.com/googleapis/genai-toolbox/blob/v0.23.0/tests/tool.go#L454
 [temp-param-doc]:
     https://googleapis.github.io/genai-toolbox/resources/tools/#template-parameters
 

DEVELOPER.md

@@ -207,6 +207,30 @@ variables for each source.
 * SQLite -  setup in the integration test, where we create a temporary database
   file
 
+### Link Checking and Fixing with Lychee
+
+We use **[lychee](https://github.com/lycheeverse/lychee-action)** for repository link checks.
+
+* To run the checker **locally**, see the [command-line usage guide](https://github.com/lycheeverse/lychee?tab=readme-ov-file#commandline-usage).
+
+####  Fixing Broken Links
+
+1.  **Update the Link:** Correct the broken URL or update the content where it is used.
+2.  **Ignore the Link:** If you can't fix the link (e.g., due to **external rate-limits** or if it's a **local-only URL**), tell Lychee to **ignore** it.
+
+    * List **regular expressions** or **direct links** in the **[.lycheeignore](https://github.com/googleapis/genai-toolbox/blob/main/.lycheeignore)** file, one entry per line.
+    * **Always add a comment** explaining **why** the link is being skipped to prevent link rot. **Example `.lycheeignore`:**
+       ```text
+       # These are email addresses, not standard web URLs, and usually cause check failures.
+       ^mailto:.*
+       ```
+> [!NOTE]
+> To avoid build failures in GitHub Actions, follow the linking pattern demonstrated here: <br>
+> **Avoid:** (Works in Hugo, breaks Link Checker): `[Read more](docs/setup)` or `[Read more](docs/setup/)` <br>
+> **Reason:** The link checker cannot find a file named "setup" or a directory with that name containing an index. <br>
+> **Preferred:** `[Read more](docs/setup.md)` <br>
+> **Reason:** The GitHub Action finds the physical file. Hugo then uses its internal logic (or render hooks) to resolve this to the correct `/docs/setup/` web URL. <br>
+
 ### Other GitHub Checks
 
 * License header check (`.github/header-checker-lint.yml`) - Ensures files have
@@ -280,6 +304,7 @@ There are 3 GHA workflows we use to achieve document versioning:
 Request a repo owner to run the preview deployment workflow on your PR. A
 preview link will be automatically added as a comment to your PR.
 
+
 #### Maintainers
 
 1. **Inspect Changes:** Review the proposed changes in the PR to ensure they are

README.md

@@ -140,7 +140,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.23.0
+> export VERSION=0.24.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -153,7 +153,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.23.0
+> export VERSION=0.24.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 > chmod +x toolbox
 > ```
@@ -166,7 +166,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.23.0
+> export VERSION=0.24.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -179,7 +179,7 @@ To install Toolbox as a binary:
 >
 > ```cmd
 > :: see releases page for other versions
-> set VERSION=0.23.0
+> set VERSION=0.24.0
 > curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v%VERSION%/windows/amd64/toolbox.exe"
 > ```
 >
@@ -191,7 +191,7 @@ To install Toolbox as a binary:
 >
 > ```powershell
 > # see releases page for other versions
-> $VERSION = "0.23.0"
+> $VERSION = "0.24.0"
 > curl.exe -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe"
 > ```
 >
@@ -204,7 +204,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.23.0
+export VERSION=0.24.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -228,7 +228,7 @@ 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@v0.23.0
+go install github.com/googleapis/genai-toolbox@v0.24.0
 ```
 <!-- {x-release-please-end} -->
 
@@ -1035,12 +1035,12 @@ The version will be incremented  as follows:
 
 ### Post-1.0.0 Versioning
 
-Once the project reaches a stable `1.0.0` release, the versioning will follow
-the more common convention:
+Once the project reaches a stable `1.0.0` release, the version number
+**`MAJOR.MINOR.PATCH`** will follow the more common convention:
 
-- **`MAJOR.MINOR.PATCH`**: Incremented for incompatible API changes.
-- **`MAJOR.MINOR.PATCH`**: Incremented for new, backward-compatible functionality.
-- **`MAJOR.MINOR.PATCH`**: Incremented for backward-compatible bug fixes.
+- **`MAJOR`**: Incremented for incompatible API changes.
+- **`MINOR`**: Incremented for new, backward-compatible functionality.
+- **`PATCH`**: Incremented for backward-compatible bug fixes.
 
 The public API that this applies to is the CLI associated with Toolbox, the
 interactions with official SDKs, and the definitions in the `tools.yaml` file.

cmd/root.go

@@ -33,6 +33,7 @@ import (
 	"github.com/fsnotify/fsnotify"
 	yaml "github.com/goccy/go-yaml"
 	"github.com/googleapis/genai-toolbox/internal/auth"
+	"github.com/googleapis/genai-toolbox/internal/embeddingmodels"
 	"github.com/googleapis/genai-toolbox/internal/log"
 	"github.com/googleapis/genai-toolbox/internal/prebuiltconfigs"
 	"github.com/googleapis/genai-toolbox/internal/prompts"
@@ -73,6 +74,7 @@ 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/cloudgda"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcarefhirfetchpage"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcarefhirpatienteverything"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudhealthcare/cloudhealthcarefhirpatientsearch"
@@ -168,6 +170,7 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mssql/mssqllisttables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mssql/mssqlsql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mysql/mysqlexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/mysql/mysqlgetqueryplan"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mysql/mysqllistactivequeries"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mysql/mysqllisttablefragmentation"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mysql/mysqllisttables"
@@ -195,6 +198,7 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistroles"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistschemas"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistsequences"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgresliststoredprocedure"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttablespaces"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttablestats"
@@ -233,6 +237,7 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/sources/bigtable"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cassandra"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/clickhouse"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudgda"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudhealthcare"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudmonitoring"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqladmin"
@@ -353,12 +358,12 @@ func NewCommand(opts ...Option) *Command {
 	flags.StringVarP(&cmd.cfg.Address, "address", "a", "127.0.0.1", "Address of the interface the server will listen on.")
 	flags.IntVarP(&cmd.cfg.Port, "port", "p", 5000, "Port the server will listen on.")
 
-	flags.StringVar(&cmd.tools_file, "tools_file", "", "File path specifying the tool configuration. Cannot be used with --prebuilt.")
+	flags.StringVar(&cmd.tools_file, "tools_file", "", "File path specifying the tool configuration. Cannot be used with --tools-files, or --tools-folder.")
 	// deprecate tools_file
 	_ = flags.MarkDeprecated("tools_file", "please use --tools-file instead")
-	flags.StringVar(&cmd.tools_file, "tools-file", "", "File path specifying the tool configuration. Cannot be used with --prebuilt, --tools-files, or --tools-folder.")
-	flags.StringSliceVar(&cmd.tools_files, "tools-files", []string{}, "Multiple file paths specifying tool configurations. Files will be merged. Cannot be used with --prebuilt, --tools-file, or --tools-folder.")
-	flags.StringVar(&cmd.tools_folder, "tools-folder", "", "Directory path containing YAML tool configuration files. All .yaml and .yml files in the directory will be loaded and merged. Cannot be used with --prebuilt, --tools-file, or --tools-files.")
+	flags.StringVar(&cmd.tools_file, "tools-file", "", "File path specifying the tool configuration. Cannot be used with --tools-files, or --tools-folder.")
+	flags.StringSliceVar(&cmd.tools_files, "tools-files", []string{}, "Multiple file paths specifying tool configurations. Files will be merged. Cannot be used with --tools-file, or --tools-folder.")
+	flags.StringVar(&cmd.tools_folder, "tools-folder", "", "Directory path containing YAML tool configuration files. All .yaml and .yml files in the directory will be loaded and merged. Cannot be used with --tools-file, or --tools-files.")
 	flags.Var(&cmd.cfg.LogLevel, "log-level", "Specify the minimum level logged. Allowed: 'DEBUG', 'INFO', 'WARN', 'ERROR'.")
 	flags.Var(&cmd.cfg.LoggingFormat, "logging-format", "Specify logging format to use. Allowed: 'standard' or 'JSON'.")
 	flags.BoolVar(&cmd.cfg.TelemetryGCP, "telemetry-gcp", false, "Enable exporting directly to Google Cloud Monitoring.")
@@ -366,7 +371,7 @@ func NewCommand(opts ...Option) *Command {
 	flags.StringVar(&cmd.cfg.TelemetryServiceName, "telemetry-service-name", "toolbox", "Sets the value of the service.name resource attribute for telemetry data.")
 	// Fetch prebuilt tools sources to customize the help description
 	prebuiltHelp := fmt.Sprintf(
-		"Use a prebuilt tool configuration by source type. Cannot be used with --tools-file. Allowed: '%s'.",
+		"Use a prebuilt tool configuration by source type. Allowed: '%s'.",
 		strings.Join(prebuiltconfigs.GetPrebuiltSources(), "', '"),
 	)
 	flags.StringVar(&cmd.prebuiltConfig, "prebuilt", "", prebuiltHelp)
@@ -382,12 +387,13 @@ func NewCommand(opts ...Option) *Command {
 }
 
 type ToolsFile struct {
-	Sources      server.SourceConfigs      `yaml:"sources"`
-	AuthSources  server.AuthServiceConfigs `yaml:"authSources"` // Deprecated: Kept for compatibility.
-	AuthServices server.AuthServiceConfigs `yaml:"authServices"`
-	Tools        server.ToolConfigs        `yaml:"tools"`
-	Toolsets     server.ToolsetConfigs     `yaml:"toolsets"`
-	Prompts      server.PromptConfigs      `yaml:"prompts"`
+	Sources         server.SourceConfigs         `yaml:"sources"`
+	AuthSources     server.AuthServiceConfigs    `yaml:"authSources"` // Deprecated: Kept for compatibility.
+	AuthServices    server.AuthServiceConfigs    `yaml:"authServices"`
+	EmbeddingModels server.EmbeddingModelConfigs `yaml:"embeddingModels"`
+	Tools           server.ToolConfigs           `yaml:"tools"`
+	Toolsets        server.ToolsetConfigs        `yaml:"toolsets"`
+	Prompts         server.PromptConfigs         `yaml:"prompts"`
 }
 
 // parseEnv replaces environment variables ${ENV_NAME} with their values.
@@ -436,11 +442,12 @@ func parseToolsFile(ctx context.Context, raw []byte) (ToolsFile, error) {
 // All resource names (sources, authServices, tools, toolsets) must be unique across all files.
 func mergeToolsFiles(files ...ToolsFile) (ToolsFile, error) {
 	merged := ToolsFile{
-		Sources:      make(server.SourceConfigs),
-		AuthServices: make(server.AuthServiceConfigs),
-		Tools:        make(server.ToolConfigs),
-		Toolsets:     make(server.ToolsetConfigs),
-		Prompts:      make(server.PromptConfigs),
+		Sources:         make(server.SourceConfigs),
+		AuthServices:    make(server.AuthServiceConfigs),
+		EmbeddingModels: make(server.EmbeddingModelConfigs),
+		Tools:           make(server.ToolConfigs),
+		Toolsets:        make(server.ToolsetConfigs),
+		Prompts:         make(server.PromptConfigs),
 	}
 
 	var conflicts []string
@@ -460,6 +467,9 @@ func mergeToolsFiles(files ...ToolsFile) (ToolsFile, error) {
 			if _, exists := merged.AuthSources[name]; exists {
 				conflicts = append(conflicts, fmt.Sprintf("authSource '%s' (file #%d)", name, fileIndex+1))
 			} else {
+				if merged.AuthSources == nil {
+					merged.AuthSources = make(server.AuthServiceConfigs)
+				}
 				merged.AuthSources[name] = authSource
 			}
 		}
@@ -473,6 +483,15 @@ func mergeToolsFiles(files ...ToolsFile) (ToolsFile, error) {
 			}
 		}
 
+		// Check for conflicts and merge embeddingModels
+		for name, em := range file.EmbeddingModels {
+			if _, exists := merged.EmbeddingModels[name]; exists {
+				conflicts = append(conflicts, fmt.Sprintf("embedding model '%s' (file #%d)", name, fileIndex+1))
+			} else {
+				merged.EmbeddingModels[name] = em
+			}
+		}
+
 		// Check for conflicts and merge tools
 		for name, tool := range file.Tools {
 			if _, exists := merged.Tools[name]; exists {
@@ -577,14 +596,14 @@ func handleDynamicReload(ctx context.Context, toolsFile ToolsFile, s *server.Ser
 		panic(err)
 	}
 
-	sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, err := validateReloadEdits(ctx, toolsFile)
+	sourcesMap, authServicesMap, embeddingModelsMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, err := validateReloadEdits(ctx, toolsFile)
 	if err != nil {
 		errMsg := fmt.Errorf("unable to validate reloaded edits: %w", err)
 		logger.WarnContext(ctx, errMsg.Error())
 		return err
 	}
 
-	s.ResourceMgr.SetResources(sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap)
+	s.ResourceMgr.SetResources(sourcesMap, authServicesMap, embeddingModelsMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap)
 
 	return nil
 }
@@ -592,7 +611,7 @@ 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]embeddingmodels.EmbeddingModel, map[string]tools.Tool, map[string]tools.Toolset, map[string]prompts.Prompt, map[string]prompts.Promptset, error,
 ) {
 	logger, err := util.LoggerFromContext(ctx)
 	if err != nil {
@@ -610,22 +629,23 @@ func validateReloadEdits(
 	defer span.End()
 
 	reloadedConfig := server.ServerConfig{
-		Version:            versionString,
-		SourceConfigs:      toolsFile.Sources,
-		AuthServiceConfigs: toolsFile.AuthServices,
-		ToolConfigs:        toolsFile.Tools,
-		ToolsetConfigs:     toolsFile.Toolsets,
-		PromptConfigs:      toolsFile.Prompts,
+		Version:               versionString,
+		SourceConfigs:         toolsFile.Sources,
+		AuthServiceConfigs:    toolsFile.AuthServices,
+		EmbeddingModelConfigs: toolsFile.EmbeddingModels,
+		ToolConfigs:           toolsFile.Tools,
+		ToolsetConfigs:        toolsFile.Toolsets,
+		PromptConfigs:         toolsFile.Prompts,
 	}
 
-	sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, err := server.InitializeConfigs(ctx, reloadedConfig)
+	sourcesMap, authServicesMap, embeddingModelsMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, err := server.InitializeConfigs(ctx, reloadedConfig)
 	if err != nil {
 		errMsg := fmt.Errorf("unable to initialize reloaded configs: %w", err)
 		logger.WarnContext(ctx, errMsg.Error())
-		return nil, nil, nil, nil, nil, nil, err
+		return nil, nil, nil, nil, nil, nil, nil, err
 	}
 
-	return sourcesMap, authServicesMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, nil
+	return sourcesMap, authServicesMap, embeddingModelsMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, nil
 }
 
 // watchChanges checks for changes in the provided yaml tools file(s) or folder.
@@ -836,16 +856,10 @@ func run(cmd *Command) error {
 		}
 	}()
 
-	var toolsFile ToolsFile
+	var allToolsFiles []ToolsFile
 
+	// Load Prebuilt Configuration
 	if cmd.prebuiltConfig != "" {
-		// Make sure --prebuilt and --tools-file/--tools-files/--tools-folder flags are mutually exclusive
-		if cmd.tools_file != "" || len(cmd.tools_files) > 0 || cmd.tools_folder != "" {
-			errMsg := fmt.Errorf("--prebuilt and --tools-file/--tools-files/--tools-folder flags cannot be used simultaneously")
-			cmd.logger.ErrorContext(ctx, errMsg.Error())
-			return errMsg
-		}
-		// Use prebuilt tools
 		buf, err := prebuiltconfigs.Get(cmd.prebuiltConfig)
 		if err != nil {
 			cmd.logger.ErrorContext(ctx, err.Error())
@@ -856,72 +870,96 @@ func run(cmd *Command) error {
 		// Append prebuilt.source to Version string for the User Agent
 		cmd.cfg.Version += "+prebuilt." + cmd.prebuiltConfig
 
-		toolsFile, err = parseToolsFile(ctx, buf)
+		parsed, err := parseToolsFile(ctx, buf)
 		if err != nil {
 			errMsg := fmt.Errorf("unable to parse prebuilt tool configuration: %w", err)
 			cmd.logger.ErrorContext(ctx, errMsg.Error())
 			return errMsg
 		}
-	} else if len(cmd.tools_files) > 0 {
-		// Make sure --tools-file, --tools-files, and --tools-folder flags are mutually exclusive
-		if cmd.tools_file != "" || cmd.tools_folder != "" {
-			errMsg := fmt.Errorf("--tools-file, --tools-files, and --tools-folder flags cannot be used simultaneously")
-			cmd.logger.ErrorContext(ctx, errMsg.Error())
-			return errMsg
-		}
-
-		// Use multiple tools files
-		cmd.logger.InfoContext(ctx, fmt.Sprintf("Loading and merging %d tool configuration files", len(cmd.tools_files)))
-		var err error
-		toolsFile, err = loadAndMergeToolsFiles(ctx, cmd.tools_files)
-		if err != nil {
-			cmd.logger.ErrorContext(ctx, err.Error())
-			return err
-		}
-	} else if cmd.tools_folder != "" {
-		// Make sure --tools-folder and other flags are mutually exclusive
-		if cmd.tools_file != "" || len(cmd.tools_files) > 0 {
-			errMsg := fmt.Errorf("--tools-file, --tools-files, and --tools-folder flags cannot be used simultaneously")
-			cmd.logger.ErrorContext(ctx, errMsg.Error())
-			return errMsg
-		}
-
-		// Use tools folder
-		cmd.logger.InfoContext(ctx, fmt.Sprintf("Loading and merging all YAML files from directory: %s", cmd.tools_folder))
-		var err error
-		toolsFile, err = loadAndMergeToolsFolder(ctx, cmd.tools_folder)
-		if err != nil {
-			cmd.logger.ErrorContext(ctx, err.Error())
-			return err
-		}
-	} else {
-		// Set default value of tools-file flag to tools.yaml
-		if cmd.tools_file == "" {
-			cmd.tools_file = "tools.yaml"
-		}
-
-		// Read single tool file contents
-		buf, err := os.ReadFile(cmd.tools_file)
-		if err != nil {
-			errMsg := fmt.Errorf("unable to read tool file at %q: %w", cmd.tools_file, err)
-			cmd.logger.ErrorContext(ctx, errMsg.Error())
-			return errMsg
-		}
-
-		toolsFile, err = parseToolsFile(ctx, buf)
-		if err != nil {
-			errMsg := fmt.Errorf("unable to parse tool file at %q: %w", cmd.tools_file, err)
-			cmd.logger.ErrorContext(ctx, errMsg.Error())
-			return errMsg
-		}
+		allToolsFiles = append(allToolsFiles, parsed)
 	}
 
-	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
+	// Determine if Custom Files should be loaded
+	// Check for explicit custom flags
+	isCustomConfigured := cmd.tools_file != "" || len(cmd.tools_files) > 0 || cmd.tools_folder != ""
 
-	authSourceConfigs := toolsFile.AuthSources
+	// Determine if default 'tools.yaml' should be used (No prebuilt AND No custom flags)
+	useDefaultToolsFile := cmd.prebuiltConfig == "" && !isCustomConfigured
+
+	if useDefaultToolsFile {
+		cmd.tools_file = "tools.yaml"
+		isCustomConfigured = true
+	}
+
+	// Load Custom Configurations
+	if isCustomConfigured {
+		// Enforce exclusivity among custom flags (tools-file vs tools-files vs tools-folder)
+		if (cmd.tools_file != "" && len(cmd.tools_files) > 0) ||
+			(cmd.tools_file != "" && cmd.tools_folder != "") ||
+			(len(cmd.tools_files) > 0 && cmd.tools_folder != "") {
+			errMsg := fmt.Errorf("--tools-file, --tools-files, and --tools-folder flags cannot be used simultaneously")
+			cmd.logger.ErrorContext(ctx, errMsg.Error())
+			return errMsg
+		}
+
+		var customTools ToolsFile
+		var err error
+
+		if len(cmd.tools_files) > 0 {
+			// Use tools-files
+			cmd.logger.InfoContext(ctx, fmt.Sprintf("Loading and merging %d tool configuration files", len(cmd.tools_files)))
+			customTools, err = loadAndMergeToolsFiles(ctx, cmd.tools_files)
+		} else if cmd.tools_folder != "" {
+			// Use tools-folder
+			cmd.logger.InfoContext(ctx, fmt.Sprintf("Loading and merging all YAML files from directory: %s", cmd.tools_folder))
+			customTools, err = loadAndMergeToolsFolder(ctx, cmd.tools_folder)
+		} else {
+			// Use single file (tools-file or default `tools.yaml`)
+			buf, readFileErr := os.ReadFile(cmd.tools_file)
+			if readFileErr != nil {
+				errMsg := fmt.Errorf("unable to read tool file at %q: %w", cmd.tools_file, readFileErr)
+				cmd.logger.ErrorContext(ctx, errMsg.Error())
+				return errMsg
+			}
+			customTools, err = parseToolsFile(ctx, buf)
+			if err != nil {
+				err = fmt.Errorf("unable to parse tool file at %q: %w", cmd.tools_file, err)
+			}
+		}
+
+		if err != nil {
+			cmd.logger.ErrorContext(ctx, err.Error())
+			return err
+		}
+		allToolsFiles = append(allToolsFiles, customTools)
+	}
+
+	// Merge Everything
+	// This will error if custom tools collide with prebuilt tools
+	finalToolsFile, err := mergeToolsFiles(allToolsFiles...)
+	if err != nil {
+		cmd.logger.ErrorContext(ctx, err.Error())
+		return err
+	}
+
+	cmd.cfg.SourceConfigs = finalToolsFile.Sources
+	cmd.cfg.AuthServiceConfigs = finalToolsFile.AuthServices
+	cmd.cfg.ToolConfigs = finalToolsFile.Tools
+	cmd.cfg.ToolsetConfigs = finalToolsFile.Toolsets
+	cmd.cfg.PromptConfigs = finalToolsFile.Prompts
+
+	authSourceConfigs := finalToolsFile.AuthSources
 	if authSourceConfigs != nil {
 		cmd.logger.WarnContext(ctx, "`authSources` is deprecated, use `authServices` instead")
-		cmd.cfg.AuthServiceConfigs = authSourceConfigs
+
+		for k, v := range authSourceConfigs {
+			if _, exists := cmd.cfg.AuthServiceConfigs[k]; exists {
+				errMsg := fmt.Errorf("resource conflict detected: authSource '%s' has the same name as an existing authService. Please rename your authSource", k)
+				cmd.logger.ErrorContext(ctx, errMsg.Error())
+				return errMsg
+			}
+			cmd.cfg.AuthServiceConfigs[k] = v
+		}
 	}
 
 	instrumentation, err := telemetry.CreateTelemetryInstrumentation(versionString)
@@ -972,9 +1010,8 @@ func run(cmd *Command) error {
 		}()
 	}
 
-	watchDirs, watchedFiles := resolveWatcherInputs(cmd.tools_file, cmd.tools_files, cmd.tools_folder)
-
-	if !cmd.cfg.DisableReload {
+	if isCustomConfigured && !cmd.cfg.DisableReload {
+		watchDirs, watchedFiles := resolveWatcherInputs(cmd.tools_file, cmd.tools_files, cmd.tools_folder)
 		// start watching the file(s) or folder for changes to trigger dynamic reloading
 		go watchChanges(ctx, watchDirs, watchedFiles, s)
 	}

cmd/root_test.go

@@ -32,6 +32,7 @@ import (
 	"github.com/google/go-cmp/cmp"
 
 	"github.com/googleapis/genai-toolbox/internal/auth/google"
+	"github.com/googleapis/genai-toolbox/internal/embeddingmodels/gemini"
 	"github.com/googleapis/genai-toolbox/internal/log"
 	"github.com/googleapis/genai-toolbox/internal/prebuiltconfigs"
 	"github.com/googleapis/genai-toolbox/internal/prompts"
@@ -92,6 +93,21 @@ func invokeCommand(args []string) (*Command, string, error) {
 	return c, buf.String(), err
 }
 
+// invokeCommandWithContext executes the command with a context and returns the captured output.
+func invokeCommandWithContext(ctx context.Context, args []string) (*Command, string, error) {
+	// Capture output using a buffer
+	buf := new(bytes.Buffer)
+	c := NewCommand(WithStreams(buf, buf))
+
+	c.SetArgs(args)
+	c.SilenceUsage = true
+	c.SilenceErrors = true
+	c.SetContext(ctx)
+
+	err := c.Execute()
+	return c, buf.String(), err
+}
+
 func TestVersion(t *testing.T) {
 	data, err := os.ReadFile("version.txt")
 	if err != nil {
@@ -1488,7 +1504,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"alloydb_postgres_database_tools": tools.ToolsetConfig{
 					Name:      "alloydb_postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality", "list_publication_tables", "list_tablespaces", "list_pg_settings", "list_database_stats", "list_roles", "list_table_stats"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality", "list_publication_tables", "list_tablespaces", "list_pg_settings", "list_database_stats", "list_roles", "list_table_stats", "list_stored_procedure"},
 				},
 			},
 		},
@@ -1518,7 +1534,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"cloud_sql_postgres_database_tools": tools.ToolsetConfig{
 					Name:      "cloud_sql_postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality", "list_publication_tables", "list_tablespaces", "list_pg_settings", "list_database_stats", "list_roles", "list_table_stats"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality", "list_publication_tables", "list_tablespaces", "list_pg_settings", "list_database_stats", "list_roles", "list_table_stats", "list_stored_procedure"},
 				},
 			},
 		},
@@ -1618,7 +1634,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"postgres_database_tools": tools.ToolsetConfig{
 					Name:      "postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality", "list_publication_tables", "list_tablespaces", "list_pg_settings", "list_database_stats", "list_roles", "list_table_stats"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views", "list_schemas", "database_overview", "list_triggers", "list_indexes", "list_sequences", "long_running_transactions", "list_locks", "replication_stats", "list_query_stats", "get_column_cardinality", "list_publication_tables", "list_tablespaces", "list_pg_settings", "list_database_stats", "list_roles", "list_table_stats", "list_stored_procedure"},
 				},
 			},
 		},
@@ -1755,11 +1771,6 @@ func TestMutuallyExclusiveFlags(t *testing.T) {
 		args      []string
 		errString string
 	}{
-		{
-			desc:      "--prebuilt and --tools-file",
-			args:      []string{"--prebuilt", "alloydb", "--tools-file", "my.yaml"},
-			errString: "--prebuilt and --tools-file/--tools-files/--tools-folder flags cannot be used simultaneously",
-		},
 		{
 			desc:      "--tools-file and --tools-files",
 			args:      []string{"--tools-file", "my.yaml", "--tools-files", "a.yaml,b.yaml"},
@@ -1820,9 +1831,10 @@ func TestFileLoadingErrors(t *testing.T) {
 
 func TestMergeToolsFiles(t *testing.T) {
 	file1 := ToolsFile{
-		Sources:  server.SourceConfigs{"source1": httpsrc.Config{Name: "source1"}},
-		Tools:    server.ToolConfigs{"tool1": http.Config{Name: "tool1"}},
-		Toolsets: server.ToolsetConfigs{"set1": tools.ToolsetConfig{Name: "set1"}},
+		Sources:         server.SourceConfigs{"source1": httpsrc.Config{Name: "source1"}},
+		Tools:           server.ToolConfigs{"tool1": http.Config{Name: "tool1"}},
+		Toolsets:        server.ToolsetConfigs{"set1": tools.ToolsetConfig{Name: "set1"}},
+		EmbeddingModels: server.EmbeddingModelConfigs{"model1": gemini.Config{Name: "gemini-text"}},
 	}
 	file2 := ToolsFile{
 		AuthServices: server.AuthServiceConfigs{"auth1": google.Config{Name: "auth1"}},
@@ -1844,11 +1856,12 @@ func TestMergeToolsFiles(t *testing.T) {
 			name:  "merge two distinct files",
 			files: []ToolsFile{file1, file2},
 			want: ToolsFile{
-				Sources:      server.SourceConfigs{"source1": httpsrc.Config{Name: "source1"}},
-				AuthServices: server.AuthServiceConfigs{"auth1": google.Config{Name: "auth1"}},
-				Tools:        server.ToolConfigs{"tool1": http.Config{Name: "tool1"}, "tool2": http.Config{Name: "tool2"}},
-				Toolsets:     server.ToolsetConfigs{"set1": tools.ToolsetConfig{Name: "set1"}, "set2": tools.ToolsetConfig{Name: "set2"}},
-				Prompts:      server.PromptConfigs{},
+				Sources:         server.SourceConfigs{"source1": httpsrc.Config{Name: "source1"}},
+				AuthServices:    server.AuthServiceConfigs{"auth1": google.Config{Name: "auth1"}},
+				Tools:           server.ToolConfigs{"tool1": http.Config{Name: "tool1"}, "tool2": http.Config{Name: "tool2"}},
+				Toolsets:        server.ToolsetConfigs{"set1": tools.ToolsetConfig{Name: "set1"}, "set2": tools.ToolsetConfig{Name: "set2"}},
+				Prompts:         server.PromptConfigs{},
+				EmbeddingModels: server.EmbeddingModelConfigs{"model1": gemini.Config{Name: "gemini-text"}},
 			},
 			wantErr: false,
 		},
@@ -1861,22 +1874,24 @@ func TestMergeToolsFiles(t *testing.T) {
 			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{},
+				Sources:         file1.Sources,
+				AuthServices:    make(server.AuthServiceConfigs),
+				EmbeddingModels: server.EmbeddingModelConfigs{"model1": gemini.Config{Name: "gemini-text"}},
+				Tools:           file1.Tools,
+				Toolsets:        file1.Toolsets,
+				Prompts:         server.PromptConfigs{},
 			},
 		},
 		{
 			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{},
+				Sources:         make(server.SourceConfigs),
+				AuthServices:    make(server.AuthServiceConfigs),
+				EmbeddingModels: make(server.EmbeddingModelConfigs),
+				Tools:           make(server.ToolConfigs),
+				Toolsets:        make(server.ToolsetConfigs),
+				Prompts:         server.PromptConfigs{},
 			},
 		},
 	}
@@ -1902,3 +1917,228 @@ func TestMergeToolsFiles(t *testing.T) {
 		})
 	}
 }
+func TestPrebuiltAndCustomTools(t *testing.T) {
+	t.Setenv("SQLITE_DATABASE", "test.db")
+	// Setup custom tools file
+	customContent := `
+tools:
+  custom_tool:
+    kind: http
+    source: my-http
+    method: GET
+    path: /
+    description: "A custom tool for testing"
+sources:
+  my-http:
+    kind: http
+    baseUrl: http://example.com
+`
+	customFile := filepath.Join(t.TempDir(), "custom.yaml")
+	if err := os.WriteFile(customFile, []byte(customContent), 0644); err != nil {
+		t.Fatal(err)
+	}
+
+	// Tool Conflict File
+	// SQLite prebuilt has a tool named 'list_tables'
+	toolConflictContent := `
+tools:
+  list_tables:
+    kind: http
+    source: my-http
+    method: GET
+    path: /
+    description: "Conflicting tool"
+sources:
+  my-http:
+    kind: http
+    baseUrl: http://example.com
+`
+	toolConflictFile := filepath.Join(t.TempDir(), "tool_conflict.yaml")
+	if err := os.WriteFile(toolConflictFile, []byte(toolConflictContent), 0644); err != nil {
+		t.Fatal(err)
+	}
+
+	// Source Conflict File
+	// SQLite prebuilt has a source named 'sqlite-source'
+	sourceConflictContent := `
+sources:
+  sqlite-source:
+    kind: http
+    baseUrl: http://example.com
+tools:
+  dummy_tool:
+    kind: http
+    source: sqlite-source
+    method: GET
+    path: /
+    description: "Dummy"
+`
+	sourceConflictFile := filepath.Join(t.TempDir(), "source_conflict.yaml")
+	if err := os.WriteFile(sourceConflictFile, []byte(sourceConflictContent), 0644); err != nil {
+		t.Fatal(err)
+	}
+
+	// Toolset Conflict File
+	// SQLite prebuilt has a toolset named 'sqlite_database_tools'
+	toolsetConflictContent := `
+sources:
+  dummy-src:
+    kind: http
+    baseUrl: http://example.com
+tools:
+  dummy_tool:
+    kind: http
+    source: dummy-src
+    method: GET
+    path: /
+    description: "Dummy"
+toolsets:
+  sqlite_database_tools:
+    - dummy_tool
+`
+	toolsetConflictFile := filepath.Join(t.TempDir(), "toolset_conflict.yaml")
+	if err := os.WriteFile(toolsetConflictFile, []byte(toolsetConflictContent), 0644); err != nil {
+		t.Fatal(err)
+	}
+
+	//Legacy Auth File
+	authContent := `
+authSources:
+  legacy-auth:
+    kind: google
+    clientId: "test-client-id"
+`
+	authFile := filepath.Join(t.TempDir(), "auth.yaml")
+	if err := os.WriteFile(authFile, []byte(authContent), 0644); err != nil {
+		t.Fatal(err)
+	}
+
+	testCases := []struct {
+		desc      string
+		args      []string
+		wantErr   bool
+		errString string
+		cfgCheck  func(server.ServerConfig) error
+	}{
+		{
+			desc:    "success mixed",
+			args:    []string{"--prebuilt", "sqlite", "--tools-file", customFile},
+			wantErr: false,
+			cfgCheck: func(cfg server.ServerConfig) error {
+				if _, ok := cfg.ToolConfigs["custom_tool"]; !ok {
+					return fmt.Errorf("custom tool not found")
+				}
+				if _, ok := cfg.ToolConfigs["list_tables"]; !ok {
+					return fmt.Errorf("prebuilt tool 'list_tables' not found")
+				}
+				return nil
+			},
+		},
+		{
+			desc:      "tool conflict error",
+			args:      []string{"--prebuilt", "sqlite", "--tools-file", toolConflictFile},
+			wantErr:   true,
+			errString: "resource conflicts detected",
+		},
+		{
+			desc:      "source conflict error",
+			args:      []string{"--prebuilt", "sqlite", "--tools-file", sourceConflictFile},
+			wantErr:   true,
+			errString: "resource conflicts detected",
+		},
+		{
+			desc:      "toolset conflict error",
+			args:      []string{"--prebuilt", "sqlite", "--tools-file", toolsetConflictFile},
+			wantErr:   true,
+			errString: "resource conflicts detected",
+		},
+		{
+			desc:    "legacy auth additive",
+			args:    []string{"--prebuilt", "sqlite", "--tools-file", authFile},
+			wantErr: false,
+			cfgCheck: func(cfg server.ServerConfig) error {
+				if _, ok := cfg.AuthServiceConfigs["legacy-auth"]; !ok {
+					return fmt.Errorf("legacy auth source not merged into auth services")
+				}
+				return nil
+			},
+		},
+	}
+
+	for _, tc := range testCases {
+		t.Run(tc.desc, func(t *testing.T) {
+			ctx, cancel := context.WithTimeout(context.Background(), 500*time.Millisecond)
+			defer cancel()
+
+			cmd, output, err := invokeCommandWithContext(ctx, tc.args)
+
+			if tc.wantErr {
+				if err == nil {
+					t.Fatalf("expected an error but got none")
+				}
+				if !strings.Contains(err.Error(), tc.errString) {
+					t.Errorf("expected error message to contain %q, but got %q", tc.errString, err.Error())
+				}
+			} else {
+				if err != nil && err != context.DeadlineExceeded && err != context.Canceled {
+					t.Fatalf("unexpected error: %v", err)
+				}
+				if !strings.Contains(output, "Server ready to serve!") {
+					t.Errorf("server did not start successfully (no ready message found). Output:\n%s", output)
+				}
+				if tc.cfgCheck != nil {
+					if err := tc.cfgCheck(cmd.cfg); err != nil {
+						t.Errorf("config check failed: %v", err)
+					}
+				}
+			}
+		})
+	}
+}
+
+func TestDefaultToolsFileBehavior(t *testing.T) {
+	t.Setenv("SQLITE_DATABASE", "test.db")
+	testCases := []struct {
+		desc      string
+		args      []string
+		expectRun bool
+		errString string
+	}{
+		{
+			desc:      "no flags (defaults to tools.yaml)",
+			args:      []string{},
+			expectRun: false,
+			errString: "tools.yaml", // Expect error because tools.yaml doesn't exist in test env
+		},
+		{
+			desc:      "prebuilt only (skips tools.yaml)",
+			args:      []string{"--prebuilt", "sqlite"},
+			expectRun: true,
+		},
+	}
+
+	for _, tc := range testCases {
+		t.Run(tc.desc, func(t *testing.T) {
+			ctx, cancel := context.WithTimeout(context.Background(), 500*time.Millisecond)
+			defer cancel()
+			_, output, err := invokeCommandWithContext(ctx, tc.args)
+
+			if tc.expectRun {
+				if err != nil && err != context.DeadlineExceeded && err != context.Canceled {
+					t.Fatalf("expected server start, got error: %v", err)
+				}
+				// Verify it actually started
+				if !strings.Contains(output, "Server ready to serve!") {
+					t.Errorf("server did not start successfully (no ready message found). Output:\n%s", output)
+				}
+			} else {
+				if err == nil {
+					t.Fatalf("expected error reading default file, got nil")
+				}
+				if !strings.Contains(err.Error(), tc.errString) {
+					t.Errorf("expected error message to contain %q, but got %q", tc.errString, err.Error())
+				}
+			}
+		})
+	}
+}

cmd/version.txt

@@ -1 +1 @@
-0.23.0
+0.24.0

docs/BIGQUERY_README.md

@@ -68,6 +68,7 @@ The BigQuery MCP server is configured using environment variables.
 export BIGQUERY_PROJECT="<your-gcp-project-id>"
 export BIGQUERY_LOCATION="<your-dataset-location>"  # Optional
 export BIGQUERY_USE_CLIENT_OAUTH="true"  # Optional
+export BIGQUERY_SCOPES="<comma-separated-scopes>"  # Optional
 ```
 
 Add the following configuration to your MCP client (e.g., `settings.json` for Gemini CLI, `mcp_config.json` for Antigravity):

docs/TOOLBOX_README.md

@@ -11,11 +11,11 @@ The MCP Toolbox for Databases Server gives AI-powered development tools the abil
 
 ## Install & Configuration
 
-1.  In the Antigravity MCP Store, click the "Install" button.
+1.  In the Antigravity MCP Store, click the **Install** button. A configuration window will appear.
 
 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.
+3.  In the configuration window, enter the full absolute path to your `tools.yaml` file and click **Save**.
 
 > [!NOTE]
 > If you encounter issues with Windows Defender blocking the execution, you may need to configure an allowlist. See [Configure exclusions for Microsoft Defender Antivirus](https://learn.microsoft.com/en-us/microsoft-365/security/defender-endpoint/configure-exclusions-microsoft-defender-antivirus?view=o365-worldwide) for more details.

docs/en/concepts/telemetry/index.md

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

docs/en/getting-started/colab_quickstart.ipynb

@@ -234,7 +234,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.23.0\" # x-release-please-version\n",
+        "version = \"0.24.0\" # x-release-please-version\n",
         "! curl -O https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
         "\n",
         "# Make the binary executable\n",

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

@@ -103,7 +103,7 @@ To install Toolbox as a binary on Linux (AMD64):
 
 ```sh
 # see releases page for other versions
-export VERSION=0.23.0
+export VERSION=0.24.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 chmod +x toolbox
 ```
@@ -114,7 +114,7 @@ To install Toolbox as a binary on macOS (Apple Silicon):
 
 ```sh
 # see releases page for other versions
-export VERSION=0.23.0
+export VERSION=0.24.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 chmod +x toolbox
 ```
@@ -125,7 +125,7 @@ To install Toolbox as a binary on macOS (Intel):
 
 ```sh
 # see releases page for other versions
-export VERSION=0.23.0
+export VERSION=0.24.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 chmod +x toolbox
 ```
@@ -136,7 +136,7 @@ To install Toolbox as a binary on Windows (Command Prompt):
 
 ```cmd
 :: see releases page for other versions
-set VERSION=0.23.0
+set VERSION=0.24.0
 curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v%VERSION%/windows/amd64/toolbox.exe"
 ```
 
@@ -146,7 +146,7 @@ To install Toolbox as a binary on Windows (PowerShell):
 
 ```powershell
 # see releases page for other versions
-$VERSION = "0.23.0"
+$VERSION = "0.24.0"
 curl.exe -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe"
 ```
 
@@ -158,7 +158,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.23.0
+export VERSION=0.24.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -177,7 +177,7 @@ 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@v0.23.0
+go install github.com/googleapis/genai-toolbox@v0.24.0
 ```
 
 {{% /tab %}}

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/v0.23.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -28,11 +28,11 @@ require (
 	go.opentelemetry.io/otel/metric v1.38.0 // indirect
 	go.opentelemetry.io/otel/sdk v1.38.0 // indirect
 	go.opentelemetry.io/otel/trace v1.38.0 // indirect
-	golang.org/x/crypto v0.43.0 // indirect
-	golang.org/x/net v0.46.0 // 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 v0.37.0 // indirect
-	golang.org/x/text v0.30.0 // 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

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

@@ -88,18 +88,18 @@ go.opentelemetry.io/otel/trace v1.38.0 h1:Fxk5bKrDZJUH+AMyyIXGcFAPah0oRcT+LuNtJr
 go.opentelemetry.io/otel/trace v1.38.0/go.mod h1:j1P9ivuFsTceSWe1oY+EeW3sc+Pp42sO++GHkg4wwhs=
 go.uber.org/goleak v1.3.0 h1:2K3zAYmnTNqV73imy9J1T3WC+gmCePx2hEGkimedGto=
 go.uber.org/goleak v1.3.0/go.mod h1:CoHD4mav9JJNrW/WLlf7HGZPjdw8EucARQHekz1X6bE=
-golang.org/x/crypto v0.43.0 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/crypto v0.45.0 h1:jMBrvKuj23MTlT0bQEOBcAE0mjg8mK9RXFhRH6nyF3Q=
+golang.org/x/crypto v0.45.0/go.mod h1:XTGrrkGJve7CYK7J8PEww4aY7gM3qMCElcJQ8n8JdX4=
+golang.org/x/net v0.47.0 h1:Mx+4dIFzqraBXUugkia1OOvlD6LemFo1ALMHjrXDOhY=
+golang.org/x/net v0.47.0/go.mod h1:/jNxtkgq5yWUGYkaZGqo27cfGZ1c5Nen03aYrrKpVRU=
 golang.org/x/oauth2 v0.32.0 h1:jsCblLleRMDrxMN29H3z/k1KliIvpLgCkE6R8FXXNgY=
 golang.org/x/oauth2 v0.32.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
-golang.org/x/sync v0.17.0 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/sync v0.18.0 h1:kr88TuHDroi+UVf+0hZnirlk8o8T+4MrK6mr60WkH/I=
+golang.org/x/sync v0.18.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
+golang.org/x/sys v0.38.0 h1:3yZWxaJjBmCWXqhN1qh02AkOnCQ1poK6oF+a7xWL6Gc=
+golang.org/x/sys v0.38.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
+golang.org/x/text v0.31.0 h1:aC8ghyu4JhP8VojJ2lEHBnochRno1sgL6nEi9WGFGMM=
+golang.org/x/text v0.31.0/go.mod h1:tKRAlv61yKIjGGHX/4tP1LTbc13YSec1pxVEWXzfoeM=
 golang.org/x/time v0.14.0 h1:MRx4UaLrDotUKUdCIqzPC48t1Y9hANFKIRpNx+Te8PI=
 golang.org/x/time v0.14.0/go.mod h1:eL/Oa2bBBK0TkX57Fyni+NgnyQQN4LitPmob2Hjnqw4=
 gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=

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

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

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

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

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

@@ -26,11 +26,11 @@ require (
 	go.opentelemetry.io/otel v1.38.0 // indirect
 	go.opentelemetry.io/otel/metric v1.38.0 // indirect
 	go.opentelemetry.io/otel/trace v1.38.0 // indirect
-	golang.org/x/crypto v0.43.0 // indirect
-	golang.org/x/net v0.46.0 // 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 v0.37.0 // indirect
-	golang.org/x/text v0.30.0 // 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

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

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

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

@@ -18,7 +18,6 @@
       "resolved": "https://registry.npmjs.org/@google-cloud/paginator/-/paginator-5.0.2.tgz",
       "integrity": "sha512-DJS3s0OVH4zFDB1PzjxAsHqJT6sKVbRwwML0ZBP9PbU7Yebtu/7SWMRzvO2J3nUi9pRNITCfu4LJeooM2w4pjg==",
       "license": "Apache-2.0",
-      "peer": true,
       "dependencies": {
         "arrify": "^2.0.0",
         "extend": "^3.0.2"
@@ -32,7 +31,6 @@
       "resolved": "https://registry.npmjs.org/@google-cloud/projectify/-/projectify-4.0.0.tgz",
       "integrity": "sha512-MmaX6HeSvyPbWGwFq7mXdo0uQZLGBYCwziiLIGq5JVX+/bdI3SAq6bP98trV5eTWfLuvsMcIC1YJOF2vfteLFA==",
       "license": "Apache-2.0",
-      "peer": true,
       "engines": {
         "node": ">=14.0.0"
       }
@@ -42,7 +40,6 @@
       "resolved": "https://registry.npmjs.org/@google-cloud/promisify/-/promisify-4.0.0.tgz",
       "integrity": "sha512-Orxzlfb9c67A15cq2JQEyVc7wEsmFBmHjZWZYQMUyJ1qivXyMwdyNOs9odi79hze+2zqdTtu1E19IM/FtqZ10g==",
       "license": "Apache-2.0",
-      "peer": true,
       "engines": {
         "node": ">=14"
       }
@@ -52,7 +49,6 @@
       "resolved": "https://registry.npmjs.org/@google-cloud/storage/-/storage-7.18.0.tgz",
       "integrity": "sha512-r3ZwDMiz4nwW6R922Z1pwpePxyRwE5GdevYX63hRmAQUkUQJcBH/79EnQPDv5cOv1mFBgevdNWQfi3tie3dHrQ==",
       "license": "Apache-2.0",
-      "peer": true,
       "dependencies": {
         "@google-cloud/paginator": "^5.0.0",
         "@google-cloud/projectify": "^4.0.0",
@@ -79,7 +75,6 @@
       "resolved": "https://registry.npmjs.org/uuid/-/uuid-8.3.2.tgz",
       "integrity": "sha512-+NYs2QeMWy+GWFOEm9xnn6HCDp0l7QBD7ml8zLUmJ+93Q5NF0NocErnwkTkXVFNiX3/fpC6afS8Dhb/gz7R7eg==",
       "license": "MIT",
-      "peer": true,
       "bin": {
         "uuid": "dist/bin/uuid"
       }
@@ -102,6 +97,7 @@
       "resolved": "https://registry.npmjs.org/@google/genai/-/genai-1.14.0.tgz",
       "integrity": "sha512-jirYprAAJU1svjwSDVCzyVq+FrJpJd5CSxR/g2Ga/gZ0ZYZpcWjMS75KJl9y71K1mDN+tcx6s21CzCbB2R840g==",
       "license": "Apache-2.0",
+      "peer": true,
       "dependencies": {
         "google-auth-library": "^9.14.2",
         "ws": "^8.18.0"
@@ -140,6 +136,7 @@
       "resolved": "https://registry.npmjs.org/@modelcontextprotocol/sdk/-/sdk-1.17.5.tgz",
       "integrity": "sha512-QakrKIGniGuRVfWBdMsDea/dx1PNE739QJ7gCM41s9q+qaCYTHCdsIBXQVVXry3mfWAiaM9kT22Hyz53Uw8mfg==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "ajv": "^6.12.6",
         "content-type": "^1.0.5",
@@ -302,7 +299,6 @@
       "resolved": "https://registry.npmjs.org/@tootallnate/once/-/once-2.0.0.tgz",
       "integrity": "sha512-XCuKFP5PS55gnMVu3dty8KPatLqUoy/ZYzDzAGCQ8JNFCkLXzmI7vNHCR+XpbZaMWQK/vQubr7PkYq8g470J/A==",
       "license": "MIT",
-      "peer": true,
       "engines": {
         "node": ">= 10"
       }
@@ -311,15 +307,13 @@
       "version": "0.12.5",
       "resolved": "https://registry.npmjs.org/@types/caseless/-/caseless-0.12.5.tgz",
       "integrity": "sha512-hWtVTC2q7hc7xZ/RLbxapMvDMgUnDvKvMOpKal4DrMyfGBUfB1oKaZlIRr6mJL+If3bAP6sV/QneGzF6tJjZDg==",
-      "license": "MIT",
-      "peer": true
+      "license": "MIT"
     },
     "node_modules/@types/node": {
       "version": "24.10.1",
       "resolved": "https://registry.npmjs.org/@types/node/-/node-24.10.1.tgz",
       "integrity": "sha512-GNWcUTRBgIRJD5zj+Tq0fKOJ5XZajIiBroOF0yvj2bSU1WvNdYS/dn9UxwsujGW4JX06dnHyjV2y9rRaybH0iQ==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "undici-types": "~7.16.0"
       }
@@ -329,7 +323,6 @@
       "resolved": "https://registry.npmjs.org/@types/request/-/request-2.48.13.tgz",
       "integrity": "sha512-FGJ6udDNUCjd19pp0Q3iTiDkwhYup7J8hpMW9c4k53NrccQFFWKRho6hvtPPEhnXWKvukfwAlB6DbDz4yhH5Gg==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@types/caseless": "*",
         "@types/node": "*",
@@ -342,7 +335,6 @@
       "resolved": "https://registry.npmjs.org/form-data/-/form-data-2.5.5.tgz",
       "integrity": "sha512-jqdObeR2rxZZbPSGL+3VckHMYtu+f9//KXBsVny6JSX/pa38Fy+bGjuG8eW/H6USNQWhLi8Num++cU2yOCNz4A==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "asynckit": "^0.4.0",
         "combined-stream": "^1.0.8",
@@ -360,7 +352,6 @@
       "resolved": "https://registry.npmjs.org/mime-db/-/mime-db-1.52.0.tgz",
       "integrity": "sha512-sPU4uV7dYlvtWJxwwxHD0PuihVNiE7TyAbQ5SWxDCB9mUYvOgroQOwYQQOKPJ8CIbE+1ETVlOoK1UC2nU3gYvg==",
       "license": "MIT",
-      "peer": true,
       "engines": {
         "node": ">= 0.6"
       }
@@ -370,7 +361,6 @@
       "resolved": "https://registry.npmjs.org/mime-types/-/mime-types-2.1.35.tgz",
       "integrity": "sha512-ZDY+bPm5zTTF+YpCrAU9nK0UgICYPT0QtT1NZWFv4s++TNkcgVaT0g6+4R2uI4MjQjzysHB1zxuWL50hzaeXiw==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "mime-db": "1.52.0"
       },
@@ -382,15 +372,13 @@
       "version": "4.0.5",
       "resolved": "https://registry.npmjs.org/@types/tough-cookie/-/tough-cookie-4.0.5.tgz",
       "integrity": "sha512-/Ad8+nIOV7Rl++6f1BdKxFSMgmoqEoYbHRpPcx3JEfv8VRsQe9Z4mCXeJBzxs7mbHY/XOZZuXlRNfhpVPbs6ZA==",
-      "license": "MIT",
-      "peer": true
+      "license": "MIT"
     },
     "node_modules/abort-controller": {
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/abort-controller/-/abort-controller-3.0.0.tgz",
       "integrity": "sha512-h8lQ8tacZYnR3vNQTgibj+tODHI5/+l06Au2Pcriv/Gmet0eaj4TwWH41sO9wnHDiQsEj19q0drzdWdeAHtweg==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "event-target-shim": "^5.0.0"
       },
@@ -465,7 +453,6 @@
       "resolved": "https://registry.npmjs.org/arrify/-/arrify-2.0.1.tgz",
       "integrity": "sha512-3duEwti880xqi4eAMN8AyR4a0ByT90zoYdLlevfrvU43vb0YZwZVfxOgxWrLXXXpyugL0hNZc9G6BiB5B3nUug==",
       "license": "MIT",
-      "peer": true,
       "engines": {
         "node": ">=8"
       }
@@ -475,7 +462,6 @@
       "resolved": "https://registry.npmjs.org/async-retry/-/async-retry-1.3.3.tgz",
       "integrity": "sha512-wfr/jstw9xNi/0teMHrRW7dsz3Lt5ARhYNZ2ewpadnhaIp5mbALhOAP+EAdsC7t4Z6wqsDVv9+W6gm1Dk9mEyw==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "retry": "0.13.1"
       }
@@ -768,7 +754,6 @@
       "resolved": "https://registry.npmjs.org/duplexify/-/duplexify-4.1.3.tgz",
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docs/en/getting-started/quickstart/js/genAI/package-lock.json

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

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     "node_modules/raw-body": {
-      "version": "2.5.2",
-      "resolved": "https://registry.npmjs.org/raw-body/-/raw-body-2.5.2.tgz",
-      "integrity": "sha512-8zGqypfENjCIqGhgXToC8aB2r7YrBX+AQAfIPs/Mlk+BtPTztOvTS01NRW/3Eh60J+a48lt8qsCzirQ6loCVfA==",
+      "version": "2.5.3",
+      "resolved": "https://registry.npmjs.org/raw-body/-/raw-body-2.5.3.tgz",
+      "integrity": "sha512-s4VSOf6yN0rvbRZGxs8Om5CWj6seneMwK3oDb4lWDH0UPhWcxwOWw5+qk24bxq87szX1ydrwylIOp2uG1ojUpA==",
+      "license": "MIT",
       "dependencies": {
-        "bytes": "3.1.2",
-        "http-errors": "2.0.0",
-        "iconv-lite": "0.4.24",
-        "unpipe": "1.0.0"
+        "bytes": "~3.1.2",
+        "http-errors": "~2.0.1",
+        "iconv-lite": "~0.4.24",
+        "unpipe": "~1.0.0"
       },
       "engines": {
         "node": ">= 0.8"
       }
     },
+    "node_modules/raw-body/node_modules/http-errors": {
+      "version": "2.0.1",
+      "resolved": "https://registry.npmjs.org/http-errors/-/http-errors-2.0.1.tgz",
+      "integrity": "sha512-4FbRdAX+bSdmo4AUFuS0WNiPz8NgFt+r8ThgNWmlrjQjt1Q7ZR9+zTlce2859x4KSXrwIsaeTqDoKQmtP8pLmQ==",
+      "license": "MIT",
+      "dependencies": {
+        "depd": "~2.0.0",
+        "inherits": "~2.0.4",
+        "setprototypeof": "~1.2.0",
+        "statuses": "~2.0.2",
+        "toidentifier": "~1.0.1"
+      },
+      "engines": {
+        "node": ">= 0.8"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
+    "node_modules/raw-body/node_modules/statuses": {
+      "version": "2.0.2",
+      "resolved": "https://registry.npmjs.org/statuses/-/statuses-2.0.2.tgz",
+      "integrity": "sha512-DvEy55V3DB7uknRo+4iOGT5fP1slR8wQohVdknigZPMpMstaKJQWhwiYBACJE3Ul2pTnATihhBYnRhZQHGBiRw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 0.8"
+      }
+    },
     "node_modules/readable-stream": {
       "version": "3.6.2",
       "resolved": "https://registry.npmjs.org/readable-stream/-/readable-stream-3.6.2.tgz",
@@ -5813,7 +5877,8 @@
     "node_modules/safer-buffer": {
       "version": "2.1.2",
       "resolved": "https://registry.npmjs.org/safer-buffer/-/safer-buffer-2.1.2.tgz",
-      "integrity": "sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg=="
+      "integrity": "sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg==",
+      "license": "MIT"
     },
     "node_modules/semver": {
       "version": "7.7.2",

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

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

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

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

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==1.21.0
+toolbox-core==0.5.4
+pytest==9.0.2

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==1.56.0
+toolbox-core==0.5.4
+pytest==9.0.2

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==1.2.1
+langchain-google-vertexai==3.2.1
+langgraph==1.0.5
+toolbox-langchain==0.5.4
+pytest==9.0.2

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==0.14.12
+llama-index-llms-google-genai==0.8.3
+toolbox-llamaindex==0.5.4
+pytest==9.0.2

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/v0.23.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -18,6 +18,7 @@ to expose your developer assistant tools to a Looker instance:
 * [Cline][cline] (VS Code extension)
 * [Claude desktop][claudedesktop]
 * [Claude code][claudecode]
+* [Antigravity][antigravity]
 
 [toolbox]: https://github.com/googleapis/genai-toolbox
 [gemini-cli]: #configure-your-mcp-client
@@ -27,6 +28,7 @@ to expose your developer assistant tools to a Looker instance:
 [cline]: #configure-your-mcp-client
 [claudedesktop]: #configure-your-mcp-client
 [claudecode]: #configure-your-mcp-client
+[antigravity]: #connect-with-antigravity
 
 ## Set up Looker
 
@@ -38,6 +40,55 @@ to expose your developer assistant tools to a Looker instance:
    listening at a different port, and you will need to use
    `https://looker.example.com:19999` instead.
 
+## Connect with Antigravity
+
+You can connect Looker to Antigravity in the following ways:
+
+* Using the MCP Store
+* Using a custom configuration
+
+{{< notice note >}}
+You don't need to download the MCP Toolbox binary to use these methods.
+{{< /notice >}}
+
+{{< tabpane text=true >}}
+{{% tab header="MCP Store" lang="en" %}}
+The most straightforward way to connect to Looker in Antigravity is by using the built-in MCP Store.
+
+1. Open Antigravity and open the editor's agent panel.
+1. Click the **"..."** icon at the top of the panel and select **MCP Servers**.
+1. Locate **Looker** in the list of available servers and click Install.
+1. Follow the on-screen prompts to securely link your accounts where applicable.
+
+After you install Looker in the MCP Store, resources and tools from the server are automatically available to the editor. 
+
+{{% /tab %}}
+{{% tab header="Custom config" lang="en" %}}
+ To connect to a custom MCP server, follow these steps:
+
+1. Open Antigravity and navigate to the MCP store using the **"..."** drop-down at the top of the editor's agent panel.
+1. To open the **mcp_config.json** file, click **MCP Servers** and then click **Manage MCP Servers > View raw config**.
+1. Add the following configuration, replace the environment variables with your values, and save.
+    
+    ```json
+    {
+      "mcpServers": {
+        "looker": {
+          "command": "npx",
+          "args": ["-y", "@toolbox-sdk/server", "--prebuilt", "looker", "--stdio"],
+          "env": {
+              "LOOKER_BASE_URL": "https://looker.example.com",
+              "LOOKER_CLIENT_ID": "your-client-id",
+              "LOOKER_CLIENT_SECRET": "your-client-secret"
+          }
+        }
+      }
+    }
+    ```
+
+{{% /tab %}}
+{{< /tabpane >}}
+
 ## Install MCP Toolbox
 
 1. Download the latest version of Toolbox as a binary. Select the [correct
@@ -49,19 +100,19 @@ to expose your developer assistant tools to a Looker instance:
 
 {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->
@@ -290,7 +341,7 @@ assistant to list models, explores, dimensions, and measures. Run a
 query, retrieve the SQL for a query, and run a saved Look.
 
 The full tool list is available in the [Prebuilt Tools
-Reference](../../reference/prebuilt-tools/#looker).
+Reference](../../reference/prebuilt-tools.md/#looker).
 
 The following tools are available to the LLM:
 

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/v0.23.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

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

@@ -43,19 +43,19 @@ expose your developer assistant tools to a MySQL instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

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

@@ -44,19 +44,19 @@ expose your developer assistant tools to a Neo4j instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

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

@@ -56,19 +56,19 @@ Omni](https://cloud.google.com/alloydb/omni/current/docs/overview).
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

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

@@ -43,19 +43,19 @@ to expose your developer assistant tools to a SQLite instance:
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->

docs/en/how-to/export_telemetry.md

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

docs/en/reference/cli.md

@@ -16,14 +16,14 @@ description: >
 |              | `--log-level`              | Specify the minimum level logged. Allowed: 'DEBUG', 'INFO', 'WARN', 'ERROR'.                                                                                                                  | `info`      |
 |              | `--logging-format`         | Specify logging format to use. Allowed: 'standard' or 'JSON'.                                                                                                                                 | `standard`  |
 | `-p`         | `--port`                   | Port the server will listen on.                                                                                                                                                               | `5000`      |
-|              | `--prebuilt`               | Use a prebuilt tool configuration by source type. Cannot be used with --tools-file. See [Prebuilt Tools Reference](prebuilt-tools.md) for allowed values.                                     |             |
+|              | `--prebuilt`               | Use a prebuilt tool configuration by source type. See [Prebuilt Tools Reference](prebuilt-tools.md) for allowed values.                                     |             |
 |              | `--stdio`                  | Listens via MCP STDIO instead of acting as a remote HTTP server.                                                                                                                              |             |
 |              | `--telemetry-gcp`          | Enable exporting directly to Google Cloud Monitoring.                                                                                                                                         |             |
 |              | `--telemetry-otlp`         | Enable exporting using OpenTelemetry Protocol (OTLP) to the specified endpoint (e.g. 'http://127.0.0.1:4318')                                                                                 |             |
 |              | `--telemetry-service-name` | Sets the value of the service.name resource attribute for telemetry data.                                                                                                                     | `toolbox`   |
-|              | `--tools-file`             | File path specifying the tool configuration. Cannot be used with --prebuilt, --tools-files, or --tools-folder.                                                                                |             |
-|              | `--tools-files`            | Multiple file paths specifying tool configurations. Files will be merged. Cannot be used with --prebuilt, --tools-file, or --tools-folder.                                                    |             |
-|              | `--tools-folder`           | Directory path containing YAML tool configuration files. All .yaml and .yml files in the directory will be loaded and merged. Cannot be used with --prebuilt, --tools-file, or --tools-files. |             |
+|              | `--tools-file`             | File path specifying the tool configuration. Cannot be used with --tools-files or --tools-folder.                                                                                |             |
+|              | `--tools-files`            | Multiple file paths specifying tool configurations. Files will be merged. Cannot be used with --tools-file or --tools-folder.                                                    |             |
+|              | `--tools-folder`           | Directory path containing YAML tool configuration files. All .yaml and .yml files in the directory will be loaded and merged. Cannot be used with --tools-file or --tools-files. |             |
 |              | `--ui`                     | Launches the Toolbox UI web server.                                                                                                                                                           |             |
 |              | `--allowed-origins`        | Specifies a list of origins permitted to access this server.                                                                                                                                  | `*`         |
 | `-v`         | `--version`                | version for toolbox                                                                                                                                                                           |             |
@@ -46,6 +46,9 @@ description: >
 ```bash
 # Basic server with custom port configuration
 ./toolbox --tools-file "tools.yaml" --port 8080
+
+# Server with prebuilt + custom tools configurations
+./toolbox --tools-file tools.yaml --prebuilt alloydb-postgres
 ```
 
 ### Tool Configuration Sources
@@ -72,8 +75,8 @@ The CLI supports multiple mutually exclusive ways to specify tool configurations
 
 {{< notice tip >}}
 The CLI enforces mutual exclusivity between configuration source flags,
-preventing simultaneous use of `--prebuilt` with file-based options, and
-ensuring only one of `--tools-file`, `--tools-files`, or `--tools-folder` is
+preventing simultaneous use of the file-based options ensuring only one of
+`--tools-file`, `--tools-files`, or `--tools-folder` is
 used at a time.
 {{< /notice >}}
 

docs/en/reference/prebuilt-tools.md

@@ -13,6 +13,12 @@ allowing developers to interact with and take action on databases.
 See guides, [Connect from your IDE](../how-to/connect-ide/_index.md), for
 details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
 
+{{< notice tip >}}
+You can now use `--prebuilt` along `--tools-file`, `--tools-files`, or
+`--tools-folder` to combine prebuilt configs with custom tools.
+See [Usage Examples](../reference/cli.md#examples).
+{{< /notice >}}
+
 ## AlloyDB Postgres
 
 *   `--prebuilt` value: `alloydb-postgres`
@@ -99,6 +105,8 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
     *   `BIGQUERY_LOCATION`: (Optional) The dataset location.
     *   `BIGQUERY_USE_CLIENT_OAUTH`: (Optional) If `true`, forwards the client's
         OAuth access token for authentication. Defaults to `false`.
+    *   `BIGQUERY_SCOPES`: (Optional) A comma-separated list of OAuth scopes to
+        use for authentication.
 *   **Permissions:**
     *   **BigQuery User** (`roles/bigquery.user`) to execute queries and view
         metadata.

docs/en/resources/embeddingModels/_index.md

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

docs/en/resources/embeddingModels/gemini.md

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

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

@@ -94,7 +94,10 @@ cluster][alloydb-free-trial].
   instance.
 
 - [`postgres-list-roles`](../tools/postgres/postgres-list-roles.md)
-  Lists all the user-created roles in PostgreSQL database..
+  Lists all the user-created roles in PostgreSQL database.
+
+- [`postgres-list-stored-procedure`](../tools/postgres/postgres-list-stored-procedure.md)
+  Lists all the stored procedure in PostgreSQL database.
 
 ### Pre-built Configurations
 

docs/en/resources/sources/bigquery.md

@@ -94,6 +94,13 @@ intend to run. Common roles include `roles/bigquery.user` (which includes
 permissions to run jobs and read data) or `roles/bigbigquery.dataViewer`.
 Follow this [guide][set-adc] to set up your ADC.
 
+If you are running on Google Compute Engine (GCE) or Google Kubernetes Engine
+(GKE), you might need to explicitly set the access scopes for the service
+account. While you can configure scopes when creating the VM or node pool, you
+can also specify them in the source configuration using the `scopes` field.
+Common scopes include `https://www.googleapis.com/auth/bigquery` or
+`https://www.googleapis.com/auth/cloud-platform`.
+
 ### Authentication via User's OAuth Access Token
 
 If the `useClientOAuth` parameter is set to `true`, Toolbox will instead use the
@@ -124,6 +131,9 @@ sources:
     #   - "my_dataset_1"
     #   - "other_project.my_dataset_2"
     # impersonateServiceAccount: "service-account@project-id.iam.gserviceaccount.com" # Optional: Service account to impersonate
+    # scopes: # Optional: List of OAuth scopes to request.
+    #   - "https://www.googleapis.com/auth/bigquery"
+    #   - "https://www.googleapis.com/auth/drive.readonly"
 ```
 
 Initialize a BigQuery source that uses the client's access token:
@@ -140,6 +150,9 @@ sources:
     #   - "my_dataset_1"
     #   - "other_project.my_dataset_2"
     # impersonateServiceAccount: "service-account@project-id.iam.gserviceaccount.com" # Optional: Service account to impersonate
+    # scopes: # Optional: List of OAuth scopes to request.
+    #   - "https://www.googleapis.com/auth/bigquery"
+    #   - "https://www.googleapis.com/auth/drive.readonly"
 ```
 
 ## Reference
@@ -152,4 +165,5 @@ sources:
 | writeMode                 |  string  |    false     | Controls the write behavior for tools. `allowed` (default): All queries are permitted. `blocked`: Only `SELECT` statements are allowed for the `bigquery-execute-sql` tool. `protected`: Enables session-based execution where all tools associated with this source instance share the same [BigQuery session](https://cloud.google.com/bigquery/docs/sessions-intro). This allows for stateful operations using temporary tables (e.g., `CREATE TEMP TABLE`). For `bigquery-execute-sql`, `SELECT` statements can be used on all tables, but write operations are restricted to the session's temporary dataset. For tools like `bigquery-sql`, `bigquery-forecast`, and `bigquery-analyze-contribution`, the `writeMode` restrictions do not apply, but they will operate within the shared session. **Note:** The `protected` mode cannot be used with `useClientOAuth: true`. It is also not recommended for multi-user server environments, as all users would share the same session. A session is terminated automatically after 24 hours of inactivity or after 7 days, whichever comes first. A new session is created on the next request, and any temporary data from the previous session will be lost. |
 | allowedDatasets           | []string |    false     | An optional list of dataset IDs that tools using this source are allowed to access. If provided, any tool operation attempting to access a dataset not in this list will be rejected. To enforce this, two types of operations are also disallowed: 1) Dataset-level operations (e.g., `CREATE SCHEMA`), and 2) operations where table access cannot be statically analyzed (e.g., `EXECUTE IMMEDIATE`, `CREATE PROCEDURE`). If a single dataset is provided, it will be treated as the default for prebuilt tools. |
 | useClientOAuth            |   bool   |    false     | If true, forwards the client's OAuth access token from the "Authorization" header to downstream queries. **Note:** This cannot be used with `writeMode: protected`.                                                                                                                                                                                                                                                                                                                                                |
+| scopes                    | []string |    false     | A list of OAuth 2.0 scopes to use for the credentials. If not provided, default scopes are used.                                                                                                                                                                                                                                                                                                                                                                                                                     |
 | impersonateServiceAccount |  string  |    false     | Service account email to impersonate when making BigQuery and Dataplex API calls. The authenticated principal must have the `roles/iam.serviceAccountTokenCreator` role on the target service account. [Learn More](https://cloud.google.com/iam/docs/service-account-impersonation)                                                                                                                                                                                                                                |

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

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

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

@@ -31,6 +31,9 @@ to a database by following these instructions][csql-mysql-quickstart].
 - [`mysql-list-active-queries`](../tools/mysql/mysql-list-active-queries.md)
   List active queries in Cloud SQL for MySQL.
 
+- [`mysql-get-query-plan`](../tools/mysql/mysql-get-query-plan.md)
+  Provide information about how MySQL executes a SQL statement (EXPLAIN).
+
 - [`mysql-list-tables`](../tools/mysql/mysql-list-tables.md)
   List tables in a Cloud SQL for MySQL database.
 
@@ -88,13 +91,40 @@ mTLS.
 [public-ip]: https://cloud.google.com/sql/docs/mysql/configure-ip
 [conn-overview]: https://cloud.google.com/sql/docs/mysql/connect-overview
 
-### Database User
+### Authentication
 
-Currently, this source only uses standard authentication. You will need to [create
-a MySQL user][cloud-sql-users] to login to the database with.
+This source supports both password-based authentication and IAM
+authentication (using your [Application Default Credentials][adc]).
+
+#### Standard Authentication
+
+To connect using user/password, [create
+a MySQL user][cloud-sql-users] and input your credentials in the `user` and
+`password` fields.
+
+```yaml
+user: ${USER_NAME}
+password: ${PASSWORD}
+```
 
 [cloud-sql-users]: https://cloud.google.com/sql/docs/mysql/create-manage-users
 
+#### IAM Authentication
+
+To connect using IAM authentication:
+
+1. Prepare your database instance and user following this [guide][iam-guide].
+2. You could choose one of the two ways to log in:
+    - Specify your IAM email as the `user`.
+    - Leave your `user` field blank. Toolbox will fetch the [ADC][adc]
+      automatically and log in using the email associated with it.
+
+3. Leave the `password` field blank.
+
+[iam-guide]: https://cloud.google.com/sql/docs/mysql/iam-logins
+[cloudsql-users]: https://cloud.google.com/sql/docs/mysql/create-manage-users
+
+
 ## Example
 
 ```yaml
@@ -124,6 +154,6 @@ instead of hardcoding your secrets into the configuration file.
 | region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                         |
 | instance  |  string  |     true     | Name of the Cloud SQL instance within the cluster (e.g. "my-instance").                              |
 | database  |  string  |     true     | Name of the MySQL database to connect to (e.g. "my_db").                                             |
-| user      |  string  |     true     | Name of the MySQL user to connect as (e.g. "my-pg-user").                                            |
-| password  |  string  |     true     | Password of the MySQL user (e.g. "my-password").                                                     |
+| user      |  string  |     false     | Name of the MySQL user to connect as (e.g "my-mysql-user"). Defaults to IAM auth using [ADC][adc] email if unspecified.                                            |
+| password  |  string  |     false     | Password of the MySQL user (e.g. "my-password"). Defaults to attempting IAM authentication if unspecified.                                                    |
 | ipType    |  string  |    false     | IP Type of the Cloud SQL instance, must be either `public`,  `private`, or `psc`. Default: `public`. |

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

@@ -91,7 +91,10 @@ to a database by following these instructions][csql-pg-quickstart].
   instance.
 
 - [`postgres-list-roles`](../tools/postgres/postgres-list-roles.md)
-  Lists all the user-created roles in PostgreSQL database..
+  Lists all the user-created roles in PostgreSQL database.
+
+- [`postgres-list-stored-procedure`](../tools/postgres/postgres-list-stored-procedure.md)
+  Lists all the stored procedure in PostgreSQL database.
 
 ### Pre-built Configurations
 

docs/en/resources/sources/dataplex.md

@@ -229,22 +229,38 @@ Finds resources that were created within, before, or after a given date or time.
 ### Aspect Search
 To search for entries based on their attached aspects, use the following query syntax.
 
-aspect:x	Matches x as a substring of the full path to the aspect type of an aspect that is attached to the entry, in the format projectid.location.ASPECT_TYPE_ID
-aspect=x	Matches x as the full path to the aspect type of an aspect that is attached to the entry, in the format projectid.location.ASPECT_TYPE_ID
-aspect:xOPERATORvalue	
-Searches for aspect field values. Matches x as a substring of the full path to the aspect type and field name of an aspect that is attached to the entry, in the format projectid.location.ASPECT_TYPE_ID.FIELD_NAME
+`has:x`
+Matches `x` as a substring of the full path to the aspect type of an aspect that is attached to the entry, in the format `projectid.location.ASPECT_TYPE_ID`
 
-The list of supported {OPERATOR}s depends on the type of field in the aspect, as follows:
-- String: = (exact match) and : (substring)
-- All number types: =, :, <, >, <=, >=, =>, =<
-- Enum: =
-- Datetime: same as for numbers, but the values to compare are treated as datetimes instead of numbers
-- Boolean: =
+`has=x`
+Matches `x` as the full path to the aspect type of an aspect that is attached to the entry, in the format `projectid.location.ASPECT_TYPE_ID`
 
-Only top-level fields of the aspect are searchable. For example, all of the following queries match entries where the value of the is-enrolled field in the employee-info aspect type is true. Other entries that match on the substring are also returned.
-- aspect:example-project.us-central1.employee-info.is-enrolled=true
-- aspect:example-project.us-central1.employee=true
-- aspect:employee=true
+`xOPERATORvalue`
+Searches for aspect field values. Matches x as a substring of the full path to the aspect type and field name of an aspect that is attached to the entry, in the format `projectid.location.ASPECT_TYPE_ID.FIELD_NAME`
+
+The list of supported operators depends on the type of field in the aspect, as follows:
+* **String**: `=` (exact match)
+* **All number types**: `=`, `:`, `<`, `>`, `<=`, `>=`, `=>`, `=<`
+* **Enum**: `=` (exact match only)
+* **Datetime**: same as for numbers, but the values to compare are treated as datetimes instead of numbers
+* **Boolean**: `=`
+
+Only top-level fields of the aspect are searchable.
+
+* Syntax for system aspect types:
+    * `ASPECT_TYPE_ID.FIELD_NAME`
+    * `dataplex-types.ASPECT_TYPE_ID.FIELD_NAME`
+    * `dataplex-types.LOCATION.ASPECT_TYPE_ID.FIELD_NAME`
+For example, the following queries match entries where the value of the `type` field in the `bigquery-dataset` aspect is `default`:
+    * `bigquery-dataset.type=default`
+    * `dataplex-types.bigquery-dataset.type=default`
+    * `dataplex-types.global.bigquery-dataset.type=default`
+* Syntax for custom aspect types:
+    * If the aspect is created in the global region: `PROJECT_ID.ASPECT_TYPE_ID.FIELD_NAME`
+    * If the aspect is created in a specific region: `PROJECT_ID.REGION.ASPECT_TYPE_ID.FIELD_NAME`
+For example, the following queries match entries where the value of the `is-enrolled` field in the `employee-info` aspect is `true`.
+    * `example-project.us-central1.employee-info.is-enrolled=true`
+    * `example-project.employee-info.is-enrolled=true`
 
 Example:-
 You can use following filters
@@ -258,6 +274,25 @@ Logical AND and logical OR are supported. For example, foo OR bar.
 You can negate a predicate with a - (hyphen) or NOT prefix. For example, -name:foo returns resources with names that don't match the predicate foo.
 Logical operators are case-sensitive. `OR` and `AND` are acceptable whereas `or` and `and` are not.
 
+### Abbreviated syntax
+
+An abbreviated search syntax is also available, using `|` (vertical bar) for `OR` operators and `,` (comma) for `AND` operators.
+
+For example, to search for entries inside one of many projects using the `OR` operator, you can use the following abbreviated syntax:
+
+`projectid:(id1|id2|id3|id4)`
+
+The same search without using abbreviated syntax looks like the following:
+
+`projectid:id1 OR projectid:id2 OR projectid:id3 OR projectid:id4`
+
+To search for entries with matching column names, use the following:
+
+* **AND**: `column:(name1,name2,name3)`
+* **OR**: `column:(name1|name2|name3)`
+
+This abbreviated syntax works for the qualified predicates except for `label` in keyword search.
+
 ### Request
 1. Always try to rewrite the prompt using search syntax.
 

docs/en/resources/sources/mysql.md

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

docs/en/resources/sources/oracle.md

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

docs/en/resources/sources/postgres.md

@@ -85,7 +85,10 @@ reputation for reliability, feature robustness, and performance.
   server.
 
 - [`postgres-list-roles`](../tools/postgres/postgres-list-roles.md)
-  Lists all the user-created roles in PostgreSQL database..
+  Lists all the user-created roles in PostgreSQL database.
+
+- [`postgres-list-stored-procedure`](../tools/postgres/postgres-list-stored-procedure.md)
+  Lists all the stored procedure in PostgreSQL database.
 
 ### Pre-built Configurations
 

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

@@ -0,0 +1,7 @@
+---
+title: "Gemini Data Analytics"
+type: docs
+weight: 1
+description: >
+  Tools for Gemini Data Analytics.
+---

docs/en/resources/tools/cloudgda/cloud-gda-query.md

@@ -0,0 +1,92 @@
+---
+title: "Gemini Data Analytics QueryData"
+type: docs
+weight: 1
+description: >
+  A tool to convert natural language queries into SQL statements using the Gemini Data Analytics QueryData API.
+aliases:
+  - /resources/tools/cloud-gemini-data-analytics-query
+---
+
+## About
+
+The `cloud-gemini-data-analytics-query` tool allows you to send natural language questions to the Gemini Data Analytics API and receive structured responses containing SQL queries, natural language answers, and explanations. For details on defining data agent context for database data sources, see the official [documentation](https://docs.cloud.google.com/gemini/docs/conversational-analytics-api/data-agent-authored-context-databases).
+
+## Example
+
+```yaml
+tools:
+  my-gda-query-tool:
+    kind: cloud-gemini-data-analytics-query
+    source: my-gda-source
+    description: "Use this tool to send natural language queries to the Gemini Data Analytics API and receive SQL, natural language answers, and explanations."
+    location: ${your_database_location}
+    context:
+      datasourceReferences:
+        cloudSqlReference:
+          databaseReference:
+            projectId: "${your_project_id}"
+            region: "${your_database_instance_region}"
+            instanceId: "${your_database_instance_id}"
+            databaseId: "${your_database_name}"
+            engine: "POSTGRESQL"
+          agentContextReference:
+            contextSetId: "${your_context_set_id}" # E.g. projects/${project_id}/locations/${context_set_location}/contextSets/${context_set_id}
+    generationOptions:
+      generateQueryResult: true
+      generateNaturalLanguageAnswer: true
+      generateExplanation: true
+      generateDisambiguationQuestion: true
+```
+
+### Usage Flow
+
+When using this tool, a `prompt` parameter containing a natural language query is provided to the tool (typically by an agent). The tool then interacts with the Gemini Data Analytics API using the context defined in your configuration.
+
+The structure of the response depends on the `generationOptions` configured in your tool definition (e.g., enabling `generateQueryResult` will include the SQL query results).
+
+See [Data Analytics API REST documentation](https://clouddocs.devsite.corp.google.com/gemini/docs/conversational-analytics-api/reference/rest/v1alpha/projects.locations/queryData?rep_location=global) for details.
+
+**Example Input Prompt:**
+
+```text
+How many accounts who have region in Prague are eligible for loans? A3 contains the data of region.
+```
+
+**Example API Response:**
+
+```json
+{
+  "generatedQuery": "SELECT COUNT(T1.account_id) FROM account AS T1 INNER JOIN loan AS T2 ON T1.account_id = T2.account_id INNER JOIN district AS T3 ON T1.district_id = T3.district_id WHERE T3.A3 = 'Prague'",
+  "intentExplanation": "I found a template that matches the user's question. The template asks about the number of accounts who have region in a given city and are eligible for loans. The question asks about the number of accounts who have region in Prague and are eligible for loans. The template's parameterized SQL is 'SELECT COUNT(T1.account_id) FROM account AS T1 INNER JOIN loan AS T2 ON T1.account_id = T2.account_id INNER JOIN district AS T3 ON T1.district_id = T3.district_id WHERE T3.A3 = ?'. I will replace the named parameter '?' with 'Prague'.",
+  "naturalLanguageAnswer": "There are 84 accounts from the Prague region that are eligible for loans.",
+  "queryResult": {
+    "columns": [
+      {
+        "type": "INT64"
+      }
+    ],
+    "rows": [
+      {
+        "values": [
+          {
+            "value": "84"
+          }
+        ]
+      }
+    ],
+    "totalRowCount": "1"
+  }
+}
+```
+
+## Reference
+
+| **field**         | **type** | **required** | **description**                                                                                                                                                                                                                                              |
+| ----------------- | :------: | :----------: | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
+| kind              |  string  |     true     | Must be "cloud-gemini-data-analytics-query".                                                                                                                                                                                                                 |
+| source            |  string  |     true     | The name of the `cloud-gemini-data-analytics` source to use.                                                                                                                                                                                                 |
+| description       |  string  |     true     | A description of the tool's purpose.                                                                                                                                                                                                                         |
+| location          |  string  |     true     | The Google Cloud location of the target database resource (e.g., "us-central1"). This is used to construct the parent resource name in the API call.                                                                                                         |
+| context           |  object  |     true     | The context for the query, including datasource references. See [QueryDataContext](https://github.com/googleapis/googleapis/blob/b32495a713a68dd0dff90cf0b24021debfca048a/google/cloud/geminidataanalytics/v1beta/data_chat_service.proto#L156) for details. |
+| generationOptions |  object  |    false     | Options for generating the response. See [GenerationOptions](https://github.com/googleapis/googleapis/blob/b32495a713a68dd0dff90cf0b24021debfca048a/google/cloud/geminidataanalytics/v1beta/data_chat_service.proto#L135) for details.                       |

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

@@ -18,9 +18,11 @@ It's compatible with the following sources:
 
 - [looker](../../sources/looker.md)
 
-`looker-make-dashboard` takes one parameter:
+`looker-make-dashboard` takes three parameters:
 
 1. the `title`
+2. the `description`
+3. an optional `folder` id. If not provided, the user's default folder will be used.
 
 ## Example
 

docs/en/resources/tools/looker/looker-make-look.md

@@ -18,7 +18,7 @@ It's compatible with the following sources:
 
 - [looker](../../sources/looker.md)
 
-`looker-make-look` takes eleven parameters:
+`looker-make-look` takes twelve parameters:
 
 1. the `model`
 2. the `explore`
@@ -31,6 +31,7 @@ It's compatible with the following sources:
 9. an optional `vis_config`
 10. the `title`
 11. an optional `description`
+12. an optional `folder` id. If not provided, the user's default folder will be used.
 
 ## Example
 

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

@@ -169,5 +169,5 @@ tools:
 | source             |                   string                         |     true     | Name of the source the SQL should execute on.                                                                                              |
 | description        |                   string                         |     true     | Description of the tool that is passed to the LLM.                                                                                         |
 | statement          |                   string                         |     true     | SQL statement to execute on.                                                                                                               |
-| parameters         | [parameters](_index#specifying-parameters)       |    false     | List of [parameters](_index#specifying-parameters) that will be inserted into the SQL statement.                                           |
-| templateParameters | [templateParameters](_index#template-parameters) |    false     | List of [templateParameters](_index#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |
+| parameters         | [parameters](../#specifying-parameters)       |    false     | List of [parameters](../#specifying-parameters) that will be inserted into the SQL statement.                                           |
+| templateParameters | [templateParameters](../#template-parameters) |    false     | List of [templateParameters](../#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |

docs/en/resources/tools/mysql/mysql-get-query-plan.md

@@ -0,0 +1,39 @@
+---
+title: "mysql-get-query-plan"
+type: docs
+weight: 1
+description: >
+  A "mysql-get-query-plan" tool gets the execution plan for a SQL statement against a MySQL
+  database.
+aliases:
+- /resources/tools/mysql-get-query-plan
+---
+
+## About
+
+A `mysql-get-query-plan` tool gets the execution plan for a SQL statement against a MySQL
+database. It's compatible with any of the following sources:
+
+- [cloud-sql-mysql](../../sources/cloud-sql-mysql.md)
+- [mysql](../../sources/mysql.md)
+
+`mysql-get-query-plan` takes one input parameter `sql_statement` and gets the execution plan for the SQL
+statement against the `source`.
+
+## Example
+
+```yaml
+tools:
+ get_query_plan_tool:
+    kind: mysql-get-query-plan
+    source: my-mysql-instance
+    description: Use this tool to get the execution plan for a sql statement.
+```
+
+## Reference
+
+| **field**   |                  **type**                  | **required** | **description**                                                                                  |
+|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
+| kind        |                   string                   |     true     | Must be "mysql-get-query-plan".                                                                     |
+| source      |                   string                   |     true     | Name of the source the SQL should execute on.                                                    |
+| description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               |

docs/en/resources/tools/postgres/postgres-list-stored-procedure.md

@@ -0,0 +1,141 @@
+---
+title: "postgres-list-stored-procedure"
+type: docs
+weight: 1
+description: >
+  The "postgres-list-stored-procedure" tool retrieves metadata for stored procedures in PostgreSQL, including procedure definitions, owners, languages, and descriptions.
+aliases:
+- /resources/tools/postgres-list-stored-procedure
+---
+
+## About
+
+The `postgres-list-stored-procedure` tool queries PostgreSQL system catalogs (`pg_proc`, `pg_namespace`, `pg_roles`, and `pg_language`) to retrieve comprehensive metadata about stored procedures in the database. It filters for procedures (kind = 'p') and provides the full procedure definition along with ownership and language information.
+
+Compatible sources:
+
+- [alloydb-postgres](../../sources/alloydb-pg.md)
+- [cloud-sql-postgres](../../sources/cloud-sql-pg.md)
+- [postgres](../../sources/postgres.md)
+
+The tool returns a JSON array where each element represents a stored procedure with its schema, name, owner, language, complete definition, and optional description. Results are sorted by schema name and procedure name, with a default limit of 20 procedures.
+
+## Parameters
+
+| parameter    | type    | required | default | description |
+|--------------|---------|----------|---------|-------------|
+| role_name    | string  | false    | null    | Optional: The owner name to filter stored procedures by (supports partial matching) |
+| schema_name  | string  | false    | null    | Optional: The schema name to filter stored procedures by (supports partial matching) |
+| limit        | integer | false    | 20      | Optional: The maximum number of stored procedures to return |
+
+## Example
+
+```yaml
+tools:
+  list_stored_procedure:
+    kind: postgres-list-stored-procedure
+    source: postgres-source
+    description: "Retrieves stored procedure metadata including definitions and owners."
+```
+
+### Example Requests
+
+**List all stored procedures (default limit 20):**
+```json
+{}
+```
+
+**Filter by specific owner (role):**
+```json
+{
+  "role_name": "app_user"
+}
+```
+
+**Filter by schema:**
+```json
+{
+  "schema_name": "public"
+}
+```
+
+**Filter by owner and schema with custom limit:**
+```json
+{
+  "role_name": "postgres",
+  "schema_name": "public",
+  "limit": 50
+}
+```
+
+**Filter by partial schema name:**
+```json
+{
+  "schema_name": "audit"
+}
+```
+
+### Example Response
+
+```json
+[
+  {
+    "schema_name": "public",
+    "name": "process_payment",
+    "owner": "postgres",
+    "language": "plpgsql",
+    "definition": "CREATE OR REPLACE PROCEDURE public.process_payment(p_order_id integer, p_amount numeric)\n LANGUAGE plpgsql\nAS $procedure$\nBEGIN\n  UPDATE orders SET status = 'paid', amount = p_amount WHERE id = p_order_id;\n  INSERT INTO payment_log (order_id, amount, timestamp) VALUES (p_order_id, p_amount, now());\n  COMMIT;\nEND\n$procedure$",
+    "description": "Processes payment for an order and logs the transaction"
+  },
+  {
+    "schema_name": "public",
+    "name": "cleanup_old_records",
+    "owner": "postgres",
+    "language": "plpgsql",
+    "definition": "CREATE OR REPLACE PROCEDURE public.cleanup_old_records(p_days_old integer)\n LANGUAGE plpgsql\nAS $procedure$\nDECLARE\n  v_deleted integer;\nBEGIN\n  DELETE FROM audit_logs WHERE created_at < now() - (p_days_old || ' days')::interval;\n  GET DIAGNOSTICS v_deleted = ROW_COUNT;\n  RAISE NOTICE 'Deleted % records', v_deleted;\nEND\n$procedure$",
+    "description": "Removes audit log records older than specified days"
+  },
+  {
+    "schema_name": "audit",
+    "name": "audit_table_changes",
+    "owner": "app_user",
+    "language": "plpgsql",
+    "definition": "CREATE OR REPLACE PROCEDURE audit.audit_table_changes()\n LANGUAGE plpgsql\nAS $procedure$\nBEGIN\n  INSERT INTO audit.change_log (table_name, operation, changed_at) VALUES (TG_TABLE_NAME, TG_OP, now());\nEND\n$procedure$",
+    "description": null
+  }
+]
+```
+
+## Output Fields Reference
+
+| field       | type    | description |
+|-------------|---------|-------------|
+| schema_name | string  | Name of the schema containing the stored procedure. |
+| name        | string  | Name of the stored procedure. |
+| owner       | string  | PostgreSQL role/user who owns the stored procedure. |
+| language    | string  | Programming language in which the procedure is written (e.g., plpgsql, sql, c). |
+| definition  | string  | Complete SQL definition of the stored procedure, including the CREATE PROCEDURE statement. |
+| description | string  | Optional description or comment for the procedure (may be null if no comment is set). |
+
+## Use Cases
+
+- **Code review and auditing**: Export procedure definitions for version control or compliance audits.
+- **Documentation generation**: Automatically extract procedure metadata and descriptions for documentation.
+- **Permission auditing**: Identify procedures owned by specific users or in specific schemas.
+- **Migration planning**: Retrieve all procedure definitions when planning database migrations.
+- **Dependency analysis**: Review procedure definitions to understand dependencies and call chains.
+- **Security assessment**: Audit which roles own and can modify stored procedures.
+
+## Performance Considerations
+
+- The tool filters at the database level using LIKE pattern matching, so partial matches are supported.
+- Procedure definitions can be large; consider using the `limit` parameter for large databases with many procedures.
+- Results are ordered by schema name and procedure name for consistent output.
+- The default limit of 20 procedures is suitable for most use cases; increase as needed.
+
+## Notes
+
+- Only stored **procedures** are returned; functions and other callable objects are excluded via the `prokind = 'p'` filter.
+- Filtering uses `LIKE` pattern matching, so filter values support partial matches (e.g., `role_name: "app"` will match "app_user", "app_admin", etc.).
+- The `definition` field contains the complete, runnable CREATE PROCEDURE statement.
+- The `description` field is populated from comments set via PostgreSQL's COMMENT command and may be null.

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

@@ -771,7 +771,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.23.0\" # x-release-please-version\n",
+        "version = \"0.24.0\" # x-release-please-version\n",
         "! curl -L -o /content/toolbox https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
         "\n",
         "# Make the binary executable\n",

docs/en/samples/alloydb/mcp_quickstart.md

@@ -123,7 +123,7 @@ In this section, we will download and install the Toolbox binary.
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    export VERSION="0.23.0"
+    export VERSION="0.24.0"
     curl -O https://storage.googleapis.com/genai-toolbox/v$VERSION/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->

docs/en/samples/bigquery/colab_quickstart_bigquery.ipynb

@@ -220,7 +220,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.23.0\" # x-release-please-version\n",
+        "version = \"0.24.0\" # 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/samples/bigquery/local_quickstart.md

@@ -179,7 +179,7 @@ to use BigQuery, and then run the Toolbox server.
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -98,7 +98,7 @@ In this section, we will download Toolbox, configure our tools in a
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

docs/en/samples/looker/looker_gemini.md

@@ -34,7 +34,7 @@ In this section, we will download Toolbox and run the Toolbox server.
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -48,7 +48,7 @@ In this section, we will download Toolbox and run the Toolbox server.
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -34,7 +34,7 @@ In this section, we will download Toolbox and run the Toolbox server.
     <!-- {x-release-please-start-version} -->
     ```bash
     export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.23.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

gemini-extension.json

@@ -1,6 +1,6 @@
 {
   "name": "mcp-toolbox-for-databases",
-  "version": "0.23.0",
+  "version": "0.24.0",
   "description": "MCP Toolbox for Databases is an open-source MCP server for more than 30 different datasources.",
   "contextFileName": "MCP-TOOLBOX-EXTENSION.md"
 }

go.mod

@@ -2,7 +2,7 @@ module github.com/googleapis/genai-toolbox
 
 go 1.24.7
 
-toolchain go1.25.3
+toolchain go1.25.5
 
 require (
 	cloud.google.com/go/alloydbconn v1.15.5
@@ -12,7 +12,7 @@ require (
 	cloud.google.com/go/dataplex v1.28.0
 	cloud.google.com/go/dataproc/v2 v2.15.0
 	cloud.google.com/go/firestore v1.20.0
-	cloud.google.com/go/geminidataanalytics v0.2.1
+	cloud.google.com/go/geminidataanalytics v0.3.0
 	cloud.google.com/go/longrunning v0.7.0
 	cloud.google.com/go/spanner v1.86.1
 	github.com/ClickHouse/clickhouse-go/v2 v2.40.3
@@ -22,7 +22,7 @@ require (
 	github.com/cenkalti/backoff/v5 v5.0.3
 	github.com/couchbase/gocb/v2 v2.11.1
 	github.com/couchbase/tools-common/http v1.0.9
-	github.com/elastic/elastic-transport-go/v8 v8.7.0
+	github.com/elastic/elastic-transport-go/v8 v8.8.0
 	github.com/elastic/go-elasticsearch/v9 v9.2.0
 	github.com/fsnotify/fsnotify v1.9.0
 	github.com/go-chi/chi/v5 v5.2.3
@@ -33,15 +33,15 @@ require (
 	github.com/go-playground/validator/v10 v10.28.0
 	github.com/go-sql-driver/mysql v1.9.3
 	github.com/goccy/go-yaml v1.18.0
+	github.com/godror/godror v0.49.6
 	github.com/google/go-cmp v0.7.0
 	github.com/google/uuid v1.6.0
 	github.com/jackc/pgx/v5 v5.7.6
-	github.com/json-iterator/go v1.1.12
 	github.com/looker-open-source/sdk-codegen/go v0.25.21
 	github.com/microsoft/go-mssqldb v1.9.3
 	github.com/nakagami/firebirdsql v0.9.15
 	github.com/neo4j/neo4j-go-driver/v5 v5.28.4
-	github.com/redis/go-redis/v9 v9.16.0
+	github.com/redis/go-redis/v9 v9.17.2
 	github.com/sijms/go-ora/v2 v2.9.0
 	github.com/spf13/cobra v1.10.1
 	github.com/thlib/go-timezone-local v0.0.7
@@ -59,6 +59,7 @@ require (
 	go.opentelemetry.io/otel/trace v1.38.0
 	golang.org/x/oauth2 v0.33.0
 	google.golang.org/api v0.256.0
+	google.golang.org/genai v1.37.0
 	google.golang.org/genproto v0.0.0-20251022142026-3a174f9686a8
 	google.golang.org/protobuf v1.36.10
 	modernc.org/sqlite v1.40.0
@@ -91,6 +92,7 @@ require (
 	github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0 // indirect
 	github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.54.0 // indirect
 	github.com/PuerkitoBio/goquery v1.10.3 // indirect
+	github.com/VictoriaMetrics/easyproto v0.1.4 // indirect
 	github.com/ajg/form v1.5.1 // indirect
 	github.com/apache/arrow/go/v15 v15.0.2 // indirect
 	github.com/cespare/xxhash/v2 v2.3.0 // indirect
@@ -107,11 +109,13 @@ require (
 	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/gabriel-vasile/mimetype v1.4.10 // indirect
 	github.com/go-jose/go-jose/v4 v4.1.2 // indirect
+	github.com/go-logfmt/logfmt v0.6.0 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/go-playground/locales v0.14.1 // indirect
 	github.com/go-playground/universal-translator v0.18.1 // indirect
 	github.com/goccy/go-json v0.10.5 // indirect
+	github.com/godror/knownpb v0.3.0 // indirect
 	github.com/golang-sql/civil v0.0.0-20220223132316-b832511892a9 // indirect
 	github.com/golang-sql/sqlexp v0.1.0 // indirect
 	github.com/golang/groupcache v0.0.0-20241129210726-2c02b8208cf8 // indirect
@@ -134,6 +138,7 @@ require (
 	github.com/jcmturner/goidentity/v6 v6.0.1 // indirect
 	github.com/jcmturner/gokrb5/v8 v8.4.4 // indirect
 	github.com/jcmturner/rpc/v2 v2.0.3 // indirect
+	github.com/json-iterator/go v1.1.12 // indirect
 	github.com/kardianos/osext v0.0.0-20190222173326-2bc1f35cddc0 // indirect
 	github.com/klauspost/compress v1.18.0 // indirect
 	github.com/klauspost/cpuid/v2 v2.2.11 // indirect
@@ -181,7 +186,7 @@ require (
 	golang.org/x/time v0.14.0 // indirect
 	golang.org/x/tools v0.38.0 // indirect
 	golang.org/x/xerrors v0.0.0-20240903120638-7835f813f4da // indirect
-	google.golang.org/genproto/googleapis/api v0.0.0-20251014184007-4626949a642f // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20251111163417-95abcf5c77ba // indirect
 	google.golang.org/genproto/googleapis/rpc v0.0.0-20251103181224-f26f9409b101 // indirect
 	google.golang.org/grpc v1.76.0 // indirect
 	gopkg.in/inf.v0 v0.9.1 // indirect

go.sum

@@ -311,8 +311,8 @@ cloud.google.com/go/gaming v1.6.0/go.mod h1:YMU1GEvA39Qt3zWGyAVA9bpYz/yAhTvaQ1t2
 cloud.google.com/go/gaming v1.7.0/go.mod h1:LrB8U7MHdGgFG851iHAfqUdLcKBdQ55hzXy9xBJz0+w=
 cloud.google.com/go/gaming v1.8.0/go.mod h1:xAqjS8b7jAVW0KFYeRUxngo9My3f33kFmua++Pi+ggM=
 cloud.google.com/go/gaming v1.9.0/go.mod h1:Fc7kEmCObylSWLO334NcO+O9QMDyz+TKC4v1D7X+Bc0=
-cloud.google.com/go/geminidataanalytics v0.2.1 h1:gtG/9VlUJpL67yukFen/twkAEHliYvW7610Rlnn5rpQ=
-cloud.google.com/go/geminidataanalytics v0.2.1/go.mod h1:gIsj/ELDCzVbw24185zwjXgbzYiqdGe7TSSK2HrdtA0=
+cloud.google.com/go/geminidataanalytics v0.3.0 h1:2Wi/kqFb5OLuEGH7q+/miE19VTqK1MYHjBEHENap9HI=
+cloud.google.com/go/geminidataanalytics v0.3.0/go.mod h1:QRc0b6ywyc3Z7S3etFgslz7hippkW/jRvtops5rKqIg=
 cloud.google.com/go/gkebackup v0.2.0/go.mod h1:XKvv/4LfG829/B8B7xRkk8zRrOEbKtEam6yNfuQNH60=
 cloud.google.com/go/gkebackup v0.3.0/go.mod h1:n/E671i1aOQvUxT541aTkCwExO/bTer2HDlj4TsBRAo=
 cloud.google.com/go/gkebackup v0.4.0/go.mod h1:byAyBGUwYGEEww7xsbnUTBHIYcOPy/PgUWUtOeRm9Vg=
@@ -683,6 +683,10 @@ github.com/Nvveen/Gotty v0.0.0-20120604004816-cd527374f1e5/go.mod h1:lmUJ/7eu/Q8
 github.com/OneOfOne/xxhash v1.2.2/go.mod h1:HSdplMjZKSmBqAxg5vPj2TmRDmfkzw+cTzAElWljhcU=
 github.com/PuerkitoBio/goquery v1.10.3 h1:pFYcNSqHxBD06Fpj/KsbStFRsgRATgnf3LeXiUkhzPo=
 github.com/PuerkitoBio/goquery v1.10.3/go.mod h1:tMUX0zDMHXYlAQk6p35XxQMqMweEKB7iK7iLNd4RH4Y=
+github.com/UNO-SOFT/zlog v0.8.1 h1:TEFkGJHtUfTRgMkLZiAjLSHALjwSBdw6/zByMC5GJt4=
+github.com/UNO-SOFT/zlog v0.8.1/go.mod h1:yqFOjn3OhvJ4j7ArJqQNA+9V+u6t9zSAyIZdWdMweWc=
+github.com/VictoriaMetrics/easyproto v0.1.4 h1:r8cNvo8o6sR4QShBXQd1bKw/VVLSQma/V2KhTBPf+Sc=
+github.com/VictoriaMetrics/easyproto v0.1.4/go.mod h1:QlGlzaJnDfFd8Lk6Ci/fuLxfTo3/GThPs2KH23mv710=
 github.com/ahmetb/dlog v0.0.0-20170105205344-4fb5f8204f26 h1:3YVZUqkoev4mL+aCwVOSWV4M7pN+NURHL38Z2zq5JKA=
 github.com/ahmetb/dlog v0.0.0-20170105205344-4fb5f8204f26/go.mod h1:ymXt5bw5uSNu4jveerFxE0vNYxF8ncqbptntMaFMg3k=
 github.com/ajg/form v1.5.1 h1:t9c7v8JUKu/XxOGBU0yjNpaMloxGEJhUkqFRq0ibGeU=
@@ -818,8 +822,8 @@ github.com/docopt/docopt-go v0.0.0-20180111231733-ee0de3bc6815/go.mod h1:WwZ+bS3
 github.com/dustin/go-humanize v1.0.0/go.mod h1:HtrtbFcZ19U5GC7JDqmcUSB87Iq5E25KnS6fMYU6eOk=
 github.com/dustin/go-humanize v1.0.1 h1:GzkhY7T5VNhEkwH0PVJgjz+fX1rhBrR7pRT3mDkpeCY=
 github.com/dustin/go-humanize v1.0.1/go.mod h1:Mu1zIs6XwVuF/gI1OepvI0qD18qycQx+mFykh5fBlto=
-github.com/elastic/elastic-transport-go/v8 v8.7.0 h1:OgTneVuXP2uip4BA658Xi6Hfw+PeIOod2rY3GVMGoVE=
-github.com/elastic/elastic-transport-go/v8 v8.7.0/go.mod h1:YLHer5cj0csTzNFXoNQ8qhtGY1GTvSqPnKWKaqQE3Hk=
+github.com/elastic/elastic-transport-go/v8 v8.8.0 h1:7k1Ua+qluFr6p1jfJjGDl97ssJS/P7cHNInzfxgBQAo=
+github.com/elastic/elastic-transport-go/v8 v8.8.0/go.mod h1:YLHer5cj0csTzNFXoNQ8qhtGY1GTvSqPnKWKaqQE3Hk=
 github.com/elastic/go-elasticsearch/v9 v9.2.0 h1:COeL/g20+ixnUbffe4Wfbu88emrHjAq/LhVfmrjqRQs=
 github.com/elastic/go-elasticsearch/v9 v9.2.0/go.mod h1:2PB5YQPpY5tWbF65MRqzEXA31PZOdXCkloQSOZtU14I=
 github.com/envoyproxy/go-control-plane v0.9.0/go.mod h1:YTl/9mNaCwkRvm6d1a2C3ymFceY/DCBVvsKhRF0iEA4=
@@ -884,6 +888,8 @@ github.com/go-kit/log v0.1.0/go.mod h1:zbhenjAZHb184qTLMA9ZjW7ThYL0H2mk7Q6pNt4vb
 github.com/go-latex/latex v0.0.0-20210118124228-b3d85cf34e07/go.mod h1:CO1AlKB2CSIqUrmQPqA0gdRIlnLEY0gK5JGjh37zN5U=
 github.com/go-latex/latex v0.0.0-20210823091927-c0d11ff05a81/go.mod h1:SX0U8uGpxhq9o2S/CELCSUxEWWAuoCUcVCQWv7G2OCk=
 github.com/go-logfmt/logfmt v0.5.0/go.mod h1:wCYkCAKZfumFQihp8CzCvQ3paCTfi41vtzG1KdI/P7A=
+github.com/go-logfmt/logfmt v0.6.0 h1:wGYYu3uicYdqXVgoYbvnkrPVXkuLM1p1ifugDMEdRi4=
+github.com/go-logfmt/logfmt v0.6.0/go.mod h1:WYhtIu8zTZfxdn5+rREduYbwxfcBr/Vr6KEVveWlfTs=
 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=
@@ -909,6 +915,10 @@ github.com/goccy/go-json v0.10.5 h1:Fq85nIqj+gXn/S5ahsiTlK3TmC85qgirsdTP/+DeaC4=
 github.com/goccy/go-json v0.10.5/go.mod h1:oq7eo15ShAhp70Anwd5lgX2pLfOS3QCiwU/PULtXL6M=
 github.com/goccy/go-yaml v1.18.0 h1:8W7wMFS12Pcas7KU+VVkaiCng+kG8QiFeFwzFb+rwuw=
 github.com/goccy/go-yaml v1.18.0/go.mod h1:XBurs7gK8ATbW4ZPGKgcbrY1Br56PdM69F7LkFRi1kA=
+github.com/godror/godror v0.49.6 h1:ts4ZGw8uLJ42e1D7aXmVuSrld0/lzUzmIUjuUuQOgGM=
+github.com/godror/godror v0.49.6/go.mod h1:kTMcxZzRw73RT5kn9v3JkBK4kHI6dqowHotqV72ebU8=
+github.com/godror/knownpb v0.3.0 h1:+caUdy8hTtl7X05aPl3tdL540TvCcaQA6woZQroLZMw=
+github.com/godror/knownpb v0.3.0/go.mod h1:PpTyfJwiOEAzQl7NtVCM8kdPCnp3uhxsZYIzZ5PV4zU=
 github.com/gogo/protobuf v1.3.2/go.mod h1:P1XiOD3dCwIKUDQYPy72D8LYyHL2YPYrpS2s69NZV8Q=
 github.com/golang-jwt/jwt/v5 v5.3.0 h1:pv4AsKCKKZuqlgs5sUmn4x8UlGa0kEVt/puTpKx9vvo=
 github.com/golang-jwt/jwt/v5 v5.3.0/go.mod h1:fxCRLWMO43lRc8nhHWY6LGqRcf+1gQWArsqaEUEa5bE=
@@ -1172,6 +1182,8 @@ github.com/ncruces/go-strftime v0.1.9 h1:bY0MQC28UADQmHmaF5dgpLmImcShSi2kHU9XLdh
 github.com/ncruces/go-strftime v0.1.9/go.mod h1:Fwc5htZGVVkseilnfgOVb9mKy6w1naJmn9CehxcKcls=
 github.com/neo4j/neo4j-go-driver/v5 v5.28.4 h1:7toxehVcYkZbyxV4W3Ib9VcnyRBQPucF+VwNNmtSXi4=
 github.com/neo4j/neo4j-go-driver/v5 v5.28.4/go.mod h1:Vff8OwT7QpLm7L2yYr85XNWe9Rbqlbeb9asNXJTHO4k=
+github.com/oklog/ulid/v2 v2.0.2 h1:r4fFzBm+bv0wNKNh5eXTwU7i85y5x+uwkxCUTNVQqLc=
+github.com/oklog/ulid/v2 v2.0.2/go.mod h1:mtBL0Qe/0HAx6/a4Z30qxVIAL1eQDweXq5lxOEiwQ68=
 github.com/onsi/gomega v1.36.2 h1:koNYke6TVk6ZmnyHrCXba/T/MoLBXFjeC1PtvYgw0A8=
 github.com/onsi/gomega v1.36.2/go.mod h1:DdwyADRjrc825LhMEkD76cHR5+pUnjhUN8GlHlRPHzY=
 github.com/opencontainers/go-digest v1.0.0 h1:apOUWs51W5PlhuyGyz9FCeeBIOUDA/6nW8Oi/yOhh5U=
@@ -1210,8 +1222,8 @@ github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH
 github.com/prometheus/client_model v0.0.0-20190812154241-14fe0d1b01d4/go.mod h1:xMI15A0UPsDsEKsMN9yxemIoYk6Tm2C1GtYGdfGttqA=
 github.com/prometheus/client_model v0.2.0/go.mod h1:xMI15A0UPsDsEKsMN9yxemIoYk6Tm2C1GtYGdfGttqA=
 github.com/prometheus/client_model v0.3.0/go.mod h1:LDGWKZIo7rky3hgvBe+caln+Dr3dPggB5dvjtD7w9+w=
-github.com/redis/go-redis/v9 v9.16.0 h1:OotgqgLSRCmzfqChbQyG1PHC3tLNR89DG4jdOERSEP4=
-github.com/redis/go-redis/v9 v9.16.0/go.mod h1:u410H11HMLoB+TP67dz8rL9s6QW2j76l0//kSOd3370=
+github.com/redis/go-redis/v9 v9.17.2 h1:P2EGsA4qVIM3Pp+aPocCJ7DguDHhqrXNhVcEp4ViluI=
+github.com/redis/go-redis/v9 v9.17.2/go.mod h1:u410H11HMLoB+TP67dz8rL9s6QW2j76l0//kSOd3370=
 github.com/remyoudompheng/bigfft v0.0.0-20200410134404-eec4a21b6bb0/go.mod h1:qqbHyh8v60DhA7CoWK5oRCqLrMHRGoxYCSS9EjAz6Eo=
 github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec h1:W09IVJc94icq4NjY3clb7Lk8O1qJ8BdBEF8z0ibU0rE=
 github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec/go.mod h1:qqbHyh8v60DhA7CoWK5oRCqLrMHRGoxYCSS9EjAz6Eo=
@@ -1671,6 +1683,8 @@ golang.org/x/term v0.12.0/go.mod h1:owVbMEjm3cBLCHdkQu9b1opXd4ETQWc3BhuQGKgXgvU=
 golang.org/x/term v0.17.0/go.mod h1:lLRBjIVuehSbZlaOtGMbcMncT+aqLLLmKrsjNrUguwk=
 golang.org/x/term v0.20.0/go.mod h1:8UkIAJTvZgivsXaD6/pH6U9ecQzZ45awqEOzuCvwpFY=
 golang.org/x/term v0.27.0/go.mod h1:iMsnZpn0cago0GOrHO2+Y7u7JPn5AylBrcoWkElMTSM=
+golang.org/x/term v0.37.0 h1:8EGAD0qCmHYZg6J17DvsMy9/wJ7/D/4pV/wfnld5lTU=
+golang.org/x/term v0.37.0/go.mod h1:5pB4lxRNYYVZuTLmy8oR2BH8dflOR+IbTYFD8fi3254=
 golang.org/x/text v0.0.0-20170915032832-14c0d48ead0c/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.1-0.20180807135948-17ff2d5776d2/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
@@ -1855,6 +1869,8 @@ google.golang.org/appengine v1.6.1/go.mod h1:i06prIuMbXzDqacNJfV5OdTW448YApPu5ww
 google.golang.org/appengine v1.6.5/go.mod h1:8WjMMxjGQR8xUklV/ARdw2HLXBOI7O7uCIDZVag1xfc=
 google.golang.org/appengine v1.6.6/go.mod h1:8WjMMxjGQR8xUklV/ARdw2HLXBOI7O7uCIDZVag1xfc=
 google.golang.org/appengine v1.6.7/go.mod h1:8WjMMxjGQR8xUklV/ARdw2HLXBOI7O7uCIDZVag1xfc=
+google.golang.org/genai v1.37.0 h1:dgp71k1wQ+/+APdZrN3LFgAGnVnr5IdTF1Oj0Dg+BQc=
+google.golang.org/genai v1.37.0/go.mod h1:A3kkl0nyBjyFlNjgxIwKq70julKbIxpSxqKO5gw/gmk=
 google.golang.org/genproto v0.0.0-20180817151627-c66870c02cf8/go.mod h1:JiN7NxoALGmiZfu7CAH4rXhgtRTLTxftemlI0sWmxmc=
 google.golang.org/genproto v0.0.0-20190307195333-5fe7a883aa19/go.mod h1:VzzqZJRnGkLBvHegQrXjBqPurQTc5/KpmUdxsrq26oE=
 google.golang.org/genproto v0.0.0-20190418145605-e7d98fc518a7/go.mod h1:VzzqZJRnGkLBvHegQrXjBqPurQTc5/KpmUdxsrq26oE=
@@ -1990,8 +2006,8 @@ google.golang.org/genproto v0.0.0-20230331144136-dcfb400f0633/go.mod h1:UUQDJDOl
 google.golang.org/genproto v0.0.0-20230410155749-daa745c078e1/go.mod h1:nKE/iIaLqn2bQwXBg8f1g2Ylh6r5MN5CmZvuzZCgsCU=
 google.golang.org/genproto v0.0.0-20251022142026-3a174f9686a8 h1:a12a2/BiVRxRWIqBbfqoSK6tgq8cyUgMnEI81QlPge0=
 google.golang.org/genproto v0.0.0-20251022142026-3a174f9686a8/go.mod h1:1Ic78BnpzY8OaTCmzxJDP4qC9INZPbGZl+54RKjtyeI=
-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/api v0.0.0-20251111163417-95abcf5c77ba h1:B14OtaXuMaCQsl2deSvNkyPKIzq3BjfxQp8d00QyWx4=
+google.golang.org/genproto/googleapis/api v0.0.0-20251111163417-95abcf5c77ba/go.mod h1:G5IanEx8/PgI9w6CFcYQf7jMtHQhZruvfM1i3qOqk5U=
 google.golang.org/genproto/googleapis/rpc v0.0.0-20251103181224-f26f9409b101 h1:tRPGkdGHuewF4UisLzzHHr1spKw92qLM98nIzxbC0wY=
 google.golang.org/genproto/googleapis/rpc v0.0.0-20251103181224-f26f9409b101/go.mod h1:7i2o+ce6H/6BluujYR+kqX3GKH+dChPTQU19wjRPiGk=
 google.golang.org/grpc v1.19.0/go.mod h1:mqu4LbDTu4XGKhr4mRzUsmM4RtVoemTSY81AxZiDr8c=

internal/embeddingmodels/embeddingmodels.go

@@ -0,0 +1,59 @@
+// Copyright 2026 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package embeddingmodels
+
+import (
+	"context"
+	"strconv"
+	"strings"
+)
+
+// EmbeddingModelConfig is the interface for configuring embedding models.
+type EmbeddingModelConfig interface {
+	EmbeddingModelConfigKind() string
+	Initialize(context.Context) (EmbeddingModel, error)
+}
+
+type EmbeddingModel interface {
+	EmbeddingModelKind() string
+	ToConfig() EmbeddingModelConfig
+	EmbedParameters(context.Context, []string) ([][]float32, error)
+}
+
+type VectorFormatter func(vectorFloats []float32) any
+
+// FormatVectorForPgvector converts a slice of floats into a PostgreSQL vector literal string: '[x, y, z]'
+func FormatVectorForPgvector(vectorFloats []float32) any {
+	if len(vectorFloats) == 0 {
+		return "[]"
+	}
+
+	// Pre-allocate the builder.
+	var b strings.Builder
+	b.Grow(len(vectorFloats) * 10)
+
+	b.WriteByte('[')
+	for i, f := range vectorFloats {
+		if i > 0 {
+			b.WriteString(", ")
+		}
+		b.Write(strconv.AppendFloat(nil, float64(f), 'g', -1, 32))
+	}
+	b.WriteByte(']')
+
+	return b.String()
+}
+
+var _ VectorFormatter = FormatVectorForPgvector

internal/embeddingmodels/gemini/gemini.go

@@ -0,0 +1,122 @@
+// Copyright 2026 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package gemini
+
+import (
+	"context"
+	"fmt"
+
+	"github.com/googleapis/genai-toolbox/internal/embeddingmodels"
+	"github.com/googleapis/genai-toolbox/internal/util"
+	"google.golang.org/genai"
+)
+
+const EmbeddingModelKind string = "gemini"
+
+// validate interface
+var _ embeddingmodels.EmbeddingModelConfig = Config{}
+
+type Config struct {
+	Name      string `yaml:"name" validate:"required"`
+	Kind      string `yaml:"kind" validate:"required"`
+	Model     string `yaml:"model" validate:"required"`
+	ApiKey    string `yaml:"apiKey"`
+	Dimension int32  `yaml:"dimension"`
+}
+
+// Returns the embedding model kind
+func (cfg Config) EmbeddingModelConfigKind() string {
+	return EmbeddingModelKind
+}
+
+// Initialize a Gemini embedding model
+func (cfg Config) Initialize(ctx context.Context) (embeddingmodels.EmbeddingModel, error) {
+	// Get client configs
+	configs := &genai.ClientConfig{}
+	if cfg.ApiKey != "" {
+		configs.APIKey = cfg.ApiKey
+	}
+
+	// Create new Gemini API client
+	client, err := genai.NewClient(ctx, configs)
+	if err != nil {
+		return nil, fmt.Errorf("unable to create Gemini API client")
+	}
+
+	m := &EmbeddingModel{
+		Config: cfg,
+		Client: client,
+	}
+	return m, nil
+}
+
+var _ embeddingmodels.EmbeddingModel = EmbeddingModel{}
+
+type EmbeddingModel struct {
+	Client *genai.Client
+	Config
+}
+
+// Returns the embedding model kind
+func (m EmbeddingModel) EmbeddingModelKind() string {
+	return EmbeddingModelKind
+}
+
+func (m EmbeddingModel) ToConfig() embeddingmodels.EmbeddingModelConfig {
+	return m.Config
+}
+
+func (m EmbeddingModel) EmbedParameters(ctx context.Context, parameters []string) ([][]float32, error) {
+	logger, err := util.LoggerFromContext(ctx)
+	if err != nil {
+		return nil, fmt.Errorf("unable to get logger from ctx: %s", err)
+	}
+
+	contents := convertStringsToContents(parameters)
+
+	embedConfig := &genai.EmbedContentConfig{
+		TaskType: "SEMANTIC_SIMILARITY",
+	}
+
+	if m.Dimension > 0 {
+		embedConfig.OutputDimensionality = genai.Ptr(m.Dimension)
+	}
+
+	result, err := m.Client.Models.EmbedContent(ctx, m.Model, contents, embedConfig)
+	if err != nil {
+		logger.ErrorContext(ctx, "Error calling EmbedContent for model %s: %v", m.Model, err)
+		return nil, err
+	}
+
+	embeddings := make([][]float32, 0, len(result.Embeddings))
+	for _, embedding := range result.Embeddings {
+		embeddings = append(embeddings, embedding.Values)
+	}
+
+	logger.InfoContext(ctx, "Successfully embedded %d text parameters using model %s", len(parameters), m.Model)
+
+	return embeddings, nil
+}
+
+// convertStringsToContents takes a slice of strings and converts it into a slice of *genai.Content objects.
+func convertStringsToContents(texts []string) []*genai.Content {
+	contents := make([]*genai.Content, 0, len(texts))
+
+	for _, text := range texts {
+		content := genai.NewContentFromText(text, "")
+		contents = append(contents, content)
+	}
+	return contents
+}

internal/embeddingmodels/gemini/gemini_test.go

@@ -0,0 +1,130 @@
+// Copyright 2026 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+package gemini_test
+
+import (
+	"testing"
+
+	yaml "github.com/goccy/go-yaml"
+	"github.com/google/go-cmp/cmp"
+	"github.com/googleapis/genai-toolbox/internal/embeddingmodels"
+	"github.com/googleapis/genai-toolbox/internal/embeddingmodels/gemini"
+	"github.com/googleapis/genai-toolbox/internal/server"
+	"github.com/googleapis/genai-toolbox/internal/testutils"
+)
+
+func TestParseFromYamlGemini(t *testing.T) {
+	tcs := []struct {
+		desc string
+		in   string
+		want server.EmbeddingModelConfigs
+	}{
+		{
+			desc: "basic example",
+			in: `
+            embeddingModels:
+                my-gemini-model:
+                    kind: gemini
+                    model: text-embedding-004
+            `,
+			want: map[string]embeddingmodels.EmbeddingModelConfig{
+				"my-gemini-model": gemini.Config{
+					Name:  "my-gemini-model",
+					Kind:  gemini.EmbeddingModelKind,
+					Model: "text-embedding-004",
+				},
+			},
+		},
+		{
+			desc: "full example with optional fields",
+			in: `
+            embeddingModels:
+                complex-gemini:
+                    kind: gemini
+                    model: text-embedding-004
+                    apiKey: "test-api-key"
+                    dimension: 768
+            `,
+			want: map[string]embeddingmodels.EmbeddingModelConfig{
+				"complex-gemini": gemini.Config{
+					Name:      "complex-gemini",
+					Kind:      gemini.EmbeddingModelKind,
+					Model:     "text-embedding-004",
+					ApiKey:    "test-api-key",
+					Dimension: 768,
+				},
+			},
+		},
+	}
+	for _, tc := range tcs {
+		t.Run(tc.desc, func(t *testing.T) {
+			got := struct {
+				Models server.EmbeddingModelConfigs `yaml:"embeddingModels"`
+			}{}
+			// Parse contents
+			err := yaml.Unmarshal(testutils.FormatYaml(tc.in), &got)
+			if err != nil {
+				t.Fatalf("unable to unmarshal: %s", err)
+			}
+			if !cmp.Equal(tc.want, got.Models) {
+				t.Fatalf("incorrect parse: %v", cmp.Diff(tc.want, got.Models))
+			}
+		})
+	}
+}
+func TestFailParseFromYamlGemini(t *testing.T) {
+	tcs := []struct {
+		desc string
+		in   string
+		err  string
+	}{
+		{
+			desc: "missing required model field",
+			in: `
+            embeddingModels:
+                bad-model:
+                    kind: gemini
+            `,
+			// Removed the specific model name from the prefix to match your output
+			err: "unable to parse as \"gemini\": Key: 'Config.Model' Error:Field validation for 'Model' failed on the 'required' tag",
+		},
+		{
+			desc: "unknown field",
+			in: `
+            embeddingModels:
+                bad-field:
+                    kind: gemini
+                    model: text-embedding-004
+                    invalid_param: true
+            `,
+			// Updated to match the specific line-starting format of your error output
+			err: "unable to parse as \"gemini\": [1:1] unknown field \"invalid_param\"\n>  1 | invalid_param: true\n       ^\n   2 | kind: gemini\n   3 | model: text-embedding-004",
+		},
+	}
+	for _, tc := range tcs {
+		t.Run(tc.desc, func(t *testing.T) {
+			got := struct {
+				Models server.EmbeddingModelConfigs `yaml:"embeddingModels"`
+			}{}
+			err := yaml.Unmarshal(testutils.FormatYaml(tc.in), &got)
+			if err == nil {
+				t.Fatalf("expect parsing to fail")
+			}
+			if err.Error() != tc.err {
+				t.Fatalf("unexpected error:\ngot:  %q\nwant: %q", err.Error(), tc.err)
+			}
+		})
+	}
+}

internal/prebuiltconfigs/tools/alloydb-postgres.yaml

@@ -224,6 +224,10 @@ tools:
         kind: postgres-list-roles
         source: alloydb-pg-source
 
+    list_stored_procedure:
+        kind: postgres-list-stored-procedure
+        source: alloydb-pg-source
+
 toolsets:
     alloydb_postgres_database_tools:
         - execute_sql
@@ -254,3 +258,4 @@ toolsets:
         - list_database_stats
         - list_roles
         - list_table_stats
+        - list_stored_procedure

internal/prebuiltconfigs/tools/bigquery.yaml

@@ -18,6 +18,7 @@ sources:
     project: ${BIGQUERY_PROJECT}
     location: ${BIGQUERY_LOCATION:}
     useClientOAuth: ${BIGQUERY_USE_CLIENT_OAUTH:false}
+    scopes: ${BIGQUERY_SCOPES:}
 
 tools:
   analyze_contribution:

internal/prebuiltconfigs/tools/cloud-sql-mysql.yaml

@@ -19,8 +19,8 @@ sources:
     region: ${CLOUD_SQL_MYSQL_REGION}
     instance: ${CLOUD_SQL_MYSQL_INSTANCE}
     database: ${CLOUD_SQL_MYSQL_DATABASE}
-    user: ${CLOUD_SQL_MYSQL_USER}
-    password: ${CLOUD_SQL_MYSQL_PASSWORD}
+    user: ${CLOUD_SQL_MYSQL_USER:}
+    password: ${CLOUD_SQL_MYSQL_PASSWORD:}
     ipType: ${CLOUD_SQL_MYSQL_IP_TYPE:PUBLIC}
 tools:
   execute_sql:
@@ -32,16 +32,9 @@ tools:
     source: cloud-sql-mysql-source
     description: Lists top N (default 10) ongoing queries from processlist and innodb_trx, ordered by execution time in descending order. Returns detailed information of those queries in json format, including process id, query, transaction duration, transaction wait duration, process time, transaction state, process state, username with host, transaction rows locked, transaction rows modified, and db schema.
   get_query_plan:
-    kind: mysql-sql
+    kind: mysql-get-query-plan
     source: cloud-sql-mysql-source
     description: "Provide information about how MySQL executes a SQL statement. Common use cases include: 1) analyze query plan to improve its performance, and 2) determine effectiveness of existing indexes and evalueate new ones."
-    statement: |
-      EXPLAIN FORMAT=JSON {{.sql_statement}};
-    templateParameters:
-      - name: sql_statement
-        type: string
-        description: "the SQL statement to explain"
-        required: true
   list_tables:
     kind: mysql-list-tables
     source: cloud-sql-mysql-source

internal/prebuiltconfigs/tools/cloud-sql-postgres.yaml

@@ -226,6 +226,10 @@ tools:
         kind: postgres-list-roles
         source: cloudsql-pg-source
 
+    list_stored_procedure:
+        kind: postgres-list-stored-procedure
+        source: cloudsql-pg-source
+
 toolsets:
     cloud_sql_postgres_database_tools:
         - execute_sql
@@ -256,3 +260,4 @@ toolsets:
         - list_database_stats
         - list_roles
         - list_table_stats
+        - list_stored_procedure

internal/prebuiltconfigs/tools/mysql.yaml

@@ -36,16 +36,9 @@ tools:
     source: mysql-source
     description: Lists top N (default 10) ongoing queries from processlist and innodb_trx, ordered by execution time in descending order. Returns detailed information of those queries in json format, including process id, query, transaction duration, transaction wait duration, process time, transaction state, process state, username with host, transaction rows locked, transaction rows modified, and db schema.
   get_query_plan:
-    kind: mysql-sql
+    kind: mysql-get-query-plan
     source: mysql-source
     description: "Provide information about how MySQL executes a SQL statement. Common use cases include: 1) analyze query plan to improve its performance, and 2) determine effectiveness of existing indexes and evalueate new ones."
-    statement: |
-      EXPLAIN FORMAT=JSON {{.sql_statement}};
-    templateParameters:
-      - name: sql_statement
-        type: string
-        description: "the SQL statement to explain"
-        required: true
   list_tables:
     kind: mysql-list-tables
     source: mysql-source

internal/prebuiltconfigs/tools/postgres.yaml

@@ -225,6 +225,10 @@ tools:
         kind: postgres-list-roles
         source: postgresql-source
 
+    list_stored_procedure:
+        kind: postgres-list-stored-procedure
+        source: postgresql-source
+
 toolsets:
     postgres_database_tools:
         - execute_sql
@@ -255,3 +259,4 @@ toolsets:
         - list_database_stats
         - list_roles
         - list_table_stats
+        - list_stored_procedure

internal/server/api.go

@@ -172,7 +172,14 @@ func toolInvokeHandler(s *Server, w http.ResponseWriter, r *http.Request) {
 	accessToken := tools.AccessToken(r.Header.Get("Authorization"))
 
 	// Check if this specific tool requires the standard authorization header
-	if tool.RequiresClientAuthorization(s.ResourceMgr) {
+	clientAuth, err := tool.RequiresClientAuthorization(s.ResourceMgr)
+	if err != nil {
+		errMsg := fmt.Errorf("error during invocation: %w", err)
+		s.logger.DebugContext(ctx, errMsg.Error())
+		_ = render.Render(w, r, newErrResponse(errMsg, http.StatusNotFound))
+		return
+	}
+	if clientAuth {
 		if accessToken == "" {
 			err = fmt.Errorf("tool requires client authorization but access token is missing from the request header")
 			s.logger.DebugContext(ctx, err.Error())
@@ -239,6 +246,14 @@ func toolInvokeHandler(s *Server, w http.ResponseWriter, r *http.Request) {
 	}
 	s.logger.DebugContext(ctx, fmt.Sprintf("invocation params: %s", params))
 
+	params, err = tool.EmbedParams(ctx, params, s.ResourceMgr.GetEmbeddingModelMap())
+	if err != nil {
+		err = fmt.Errorf("error embedding parameters: %w", err)
+		s.logger.DebugContext(ctx, err.Error())
+		_ = render.Render(w, r, newErrResponse(err, http.StatusBadRequest))
+		return
+	}
+
 	res, err := tool.Invoke(ctx, s.ResourceMgr, params, accessToken)
 
 	// Determine what error to return to the users.
@@ -255,7 +270,7 @@ func toolInvokeHandler(s *Server, w http.ResponseWriter, r *http.Request) {
 		}
 
 		if statusCode == http.StatusUnauthorized || statusCode == http.StatusForbidden {
-			if tool.RequiresClientAuthorization(s.ResourceMgr) {
+			if clientAuth {
 				// Propagate the original 401/403 error.
 				s.logger.DebugContext(ctx, fmt.Sprintf("error invoking tool. Client credentials lack authorization to the source: %v", err))
 				_ = render.Render(w, r, newErrResponse(err, statusCode))

internal/server/common_test.go

@@ -24,6 +24,7 @@ import (
 	"testing"
 
 	"github.com/go-chi/chi/v5"
+	"github.com/googleapis/genai-toolbox/internal/embeddingmodels"
 	"github.com/googleapis/genai-toolbox/internal/log"
 	"github.com/googleapis/genai-toolbox/internal/prompts"
 	"github.com/googleapis/genai-toolbox/internal/server/resources"
@@ -64,6 +65,10 @@ func (t MockTool) ParseParams(data map[string]any, claimsMap map[string]map[stri
 	return parameters.ParseParams(t.Params, data, claimsMap)
 }
 
+func (t MockTool) EmbedParams(ctx context.Context, paramValues parameters.ParamValues, embeddingModelsMap map[string]embeddingmodels.EmbeddingModel) (parameters.ParamValues, error) {
+	return parameters.EmbedParams(ctx, t.Params, paramValues, embeddingModelsMap, nil)
+}
+
 func (t MockTool) Manifest() tools.Manifest {
 	pMs := make([]parameters.ParameterManifest, 0, len(t.Params))
 	for _, p := range t.Params {
@@ -77,9 +82,9 @@ func (t MockTool) Authorized(verifiedAuthServices []string) bool {
 	return !t.unauthorized
 }
 
-func (t MockTool) RequiresClientAuthorization(tools.SourceProvider) bool {
+func (t MockTool) RequiresClientAuthorization(tools.SourceProvider) (bool, error) {
 	// defaulted to false
-	return t.requiresClientAuthrorization
+	return t.requiresClientAuthrorization, nil
 }
 
 func (t MockTool) McpManifest() tools.McpManifest {
@@ -119,8 +124,8 @@ func (t MockTool) McpManifest() tools.McpManifest {
 	return mcpManifest
 }
 
-func (t MockTool) GetAuthTokenHeaderName() string {
-	return "Authorization"
+func (t MockTool) GetAuthTokenHeaderName(tools.SourceProvider) (string, error) {
+	return "Authorization", nil
 }
 
 // MockPrompt is used to mock prompts in tests
@@ -276,7 +281,7 @@ func setUpServer(t *testing.T, router string, tools map[string]tools.Tool, tools
 
 	sseManager := newSseManager(ctx)
 
-	resourceManager := resources.NewResourceManager(nil, nil, tools, toolsets, prompts, promptsets)
+	resourceManager := resources.NewResourceManager(nil, nil, nil, tools, toolsets, prompts, promptsets)
 
 	server := Server{
 		version:         fakeVersionString,

internal/server/config.go

@@ -21,6 +21,8 @@ import (
 	yaml "github.com/goccy/go-yaml"
 	"github.com/googleapis/genai-toolbox/internal/auth"
 	"github.com/googleapis/genai-toolbox/internal/auth/google"
+	"github.com/googleapis/genai-toolbox/internal/embeddingmodels"
+	"github.com/googleapis/genai-toolbox/internal/embeddingmodels/gemini"
 	"github.com/googleapis/genai-toolbox/internal/prompts"
 	"github.com/googleapis/genai-toolbox/internal/sources"
 	"github.com/googleapis/genai-toolbox/internal/tools"
@@ -38,6 +40,8 @@ type ServerConfig struct {
 	SourceConfigs SourceConfigs
 	// AuthServiceConfigs defines what sources of authentication are available for tools.
 	AuthServiceConfigs AuthServiceConfigs
+	// EmbeddingModelConfigs defines a models used to embed parameters.
+	EmbeddingModelConfigs EmbeddingModelConfigs
 	// ToolConfigs defines what tools are available.
 	ToolConfigs ToolConfigs
 	// ToolsetConfigs defines what tools are available.
@@ -205,6 +209,50 @@ func (c *AuthServiceConfigs) UnmarshalYAML(ctx context.Context, unmarshal func(i
 	return nil
 }
 
+// EmbeddingModelConfigs is a type used to allow unmarshal of the embedding model config map
+type EmbeddingModelConfigs map[string]embeddingmodels.EmbeddingModelConfig
+
+// validate interface
+var _ yaml.InterfaceUnmarshalerContext = &EmbeddingModelConfigs{}
+
+func (c *EmbeddingModelConfigs) UnmarshalYAML(ctx context.Context, unmarshal func(interface{}) error) error {
+	*c = make(EmbeddingModelConfigs)
+	// Parse the 'kind' fields for each embedding model
+	var raw map[string]util.DelayedUnmarshaler
+	if err := unmarshal(&raw); err != nil {
+		return err
+	}
+
+	for name, u := range raw {
+		// Unmarshal to a general type that ensure it capture all fields
+		var v map[string]any
+		if err := u.Unmarshal(&v); err != nil {
+			return fmt.Errorf("unable to unmarshal embedding model %q: %w", name, err)
+		}
+
+		kind, ok := v["kind"]
+		if !ok {
+			return fmt.Errorf("missing 'kind' field for embedding model %q", name)
+		}
+
+		dec, err := util.NewStrictDecoder(v)
+		if err != nil {
+			return fmt.Errorf("error creating decoder: %w", err)
+		}
+		switch kind {
+		case gemini.EmbeddingModelKind:
+			actual := gemini.Config{Name: name}
+			if err := dec.DecodeContext(ctx, &actual); err != nil {
+				return fmt.Errorf("unable to parse as %q: %w", kind, err)
+			}
+			(*c)[name] = actual
+		default:
+			return fmt.Errorf("%q is not a valid kind of auth source", kind)
+		}
+	}
+	return nil
+}
+
 // ToolConfigs is a type used to allow unmarshal of the tool configs
 type ToolConfigs map[string]tools.ToolConfig
 

internal/server/mcp.go

@@ -205,10 +205,13 @@ func (s *stdioSession) readLine(ctx context.Context) (string, error) {
 }
 
 // write writes to stdout with response to client
-func (s *stdioSession) write(ctx context.Context, response any) error {
-	res, _ := json.Marshal(response)
+func (s *stdioSession) write(_ context.Context, response any) error {
+	res, err := json.Marshal(response)
+	if err != nil {
+		return fmt.Errorf("failed to marshal response to JSON: %w", err)
+	}
 
-	_, err := fmt.Fprintf(s.writer, "%s\n", res)
+	_, err = fmt.Fprintf(s.writer, "%s\n", res)
 	return err
 }
 

internal/server/mcp/v20241105/method.go

@@ -108,10 +108,20 @@ func toolsCallHandler(ctx context.Context, id jsonrpc.RequestId, resourceMgr *re
 	}
 
 	// Get access token
-	accessToken := tools.AccessToken(header.Get(tool.GetAuthTokenHeaderName()))
+	authTokenHeadername, err := tool.GetAuthTokenHeaderName(resourceMgr)
+	if err != nil {
+		errMsg := fmt.Errorf("error during invocation: %w", err)
+		return jsonrpc.NewError(id, jsonrpc.INTERNAL_ERROR, errMsg.Error(), nil), errMsg
+	}
+	accessToken := tools.AccessToken(header.Get(authTokenHeadername))
 
 	// Check if this specific tool requires the standard authorization header
-	if tool.RequiresClientAuthorization(resourceMgr) {
+	clientAuth, err := tool.RequiresClientAuthorization(resourceMgr)
+	if err != nil {
+		errMsg := fmt.Errorf("error during invocation: %w", err)
+		return jsonrpc.NewError(id, jsonrpc.INTERNAL_ERROR, errMsg.Error(), nil), errMsg
+	}
+	if clientAuth {
 		if accessToken == "" {
 			return jsonrpc.NewError(id, jsonrpc.INVALID_REQUEST, "missing access token in the 'Authorization' header", nil), util.ErrUnauthorized
 		}
@@ -183,7 +193,7 @@ func toolsCallHandler(ctx context.Context, id jsonrpc.RequestId, resourceMgr *re
 		}
 		// Upstream auth error
 		if strings.Contains(errStr, "Error 401") || strings.Contains(errStr, "Error 403") {
-			if tool.RequiresClientAuthorization(resourceMgr) {
+			if clientAuth {
 				// Error with client credentials should pass down to the client
 				return jsonrpc.NewError(id, jsonrpc.INVALID_REQUEST, err.Error(), nil), err
 			}

internal/server/mcp/v20250326/method.go

@@ -108,10 +108,20 @@ func toolsCallHandler(ctx context.Context, id jsonrpc.RequestId, resourceMgr *re
 	}
 
 	// Get access token
-	accessToken := tools.AccessToken(header.Get(tool.GetAuthTokenHeaderName()))
+	authTokenHeadername, err := tool.GetAuthTokenHeaderName(resourceMgr)
+	if err != nil {
+		errMsg := fmt.Errorf("error during invocation: %w", err)
+		return jsonrpc.NewError(id, jsonrpc.INTERNAL_ERROR, errMsg.Error(), nil), errMsg
+	}
+	accessToken := tools.AccessToken(header.Get(authTokenHeadername))
 
 	// Check if this specific tool requires the standard authorization header
-	if tool.RequiresClientAuthorization(resourceMgr) {
+	clientAuth, err := tool.RequiresClientAuthorization(resourceMgr)
+	if err != nil {
+		errMsg := fmt.Errorf("error during invocation: %w", err)
+		return jsonrpc.NewError(id, jsonrpc.INTERNAL_ERROR, errMsg.Error(), nil), errMsg
+	}
+	if clientAuth {
 		if accessToken == "" {
 			return jsonrpc.NewError(id, jsonrpc.INVALID_REQUEST, "missing access token in the 'Authorization' header", nil), util.ErrUnauthorized
 		}
@@ -183,7 +193,7 @@ func toolsCallHandler(ctx context.Context, id jsonrpc.RequestId, resourceMgr *re
 		}
 		// Upstream auth error
 		if strings.Contains(errStr, "Error 401") || strings.Contains(errStr, "Error 403") {
-			if tool.RequiresClientAuthorization(resourceMgr) {
+			if clientAuth {
 				// Error with client credentials should pass down to the client
 				return jsonrpc.NewError(id, jsonrpc.INVALID_REQUEST, err.Error(), nil), err
 			}

internal/server/mcp/v20250618/method.go

@@ -101,10 +101,20 @@ func toolsCallHandler(ctx context.Context, id jsonrpc.RequestId, resourceMgr *re
 	}
 
 	// Get access token
-	accessToken := tools.AccessToken(header.Get(tool.GetAuthTokenHeaderName()))
+	authTokenHeadername, err := tool.GetAuthTokenHeaderName(resourceMgr)
+	if err != nil {
+		errMsg := fmt.Errorf("error during invocation: %w", err)
+		return jsonrpc.NewError(id, jsonrpc.INTERNAL_ERROR, errMsg.Error(), nil), errMsg
+	}
+	accessToken := tools.AccessToken(header.Get(authTokenHeadername))
 
 	// Check if this specific tool requires the standard authorization header
-	if tool.RequiresClientAuthorization(resourceMgr) {
+	clientAuth, err := tool.RequiresClientAuthorization(resourceMgr)
+	if err != nil {
+		errMsg := fmt.Errorf("error during invocation: %w", err)
+		return jsonrpc.NewError(id, jsonrpc.INTERNAL_ERROR, errMsg.Error(), nil), errMsg
+	}
+	if clientAuth {
 		if accessToken == "" {
 			return jsonrpc.NewError(id, jsonrpc.INVALID_REQUEST, "missing access token in the 'Authorization' header", nil), util.ErrUnauthorized
 		}
@@ -176,7 +186,7 @@ func toolsCallHandler(ctx context.Context, id jsonrpc.RequestId, resourceMgr *re
 		}
 		// Upstream auth error
 		if strings.Contains(errStr, "Error 401") || strings.Contains(errStr, "Error 403") {
-			if tool.RequiresClientAuthorization(resourceMgr) {
+			if clientAuth {
 				// Error with client credentials should pass down to the client
 				return jsonrpc.NewError(id, jsonrpc.INVALID_REQUEST, err.Error(), nil), err
 			}

internal/server/mcp_test.go

@@ -1107,7 +1107,7 @@ func TestStdioSession(t *testing.T) {
 
 	sseManager := newSseManager(ctx)
 
-	resourceManager := resources.NewResourceManager(nil, nil, toolsMap, toolsets, promptsMap, promptsets)
+	resourceManager := resources.NewResourceManager(nil, nil, nil, toolsMap, toolsets, promptsMap, promptsets)
 
 	server := &Server{
 		version:         fakeVersionString,

internal/server/resources/resources.go

@@ -18,6 +18,7 @@ import (
 	"sync"
 
 	"github.com/googleapis/genai-toolbox/internal/auth"
+	"github.com/googleapis/genai-toolbox/internal/embeddingmodels"
 	"github.com/googleapis/genai-toolbox/internal/prompts"
 	"github.com/googleapis/genai-toolbox/internal/sources"
 	"github.com/googleapis/genai-toolbox/internal/tools"
@@ -25,30 +26,33 @@ import (
 
 // ResourceManager contains available resources for the server. Should be initialized with NewResourceManager().
 type ResourceManager struct {
-	mu           sync.RWMutex
-	sources      map[string]sources.Source
-	authServices map[string]auth.AuthService
-	tools        map[string]tools.Tool
-	toolsets     map[string]tools.Toolset
-	prompts      map[string]prompts.Prompt
-	promptsets   map[string]prompts.Promptset
+	mu              sync.RWMutex
+	sources         map[string]sources.Source
+	authServices    map[string]auth.AuthService
+	embeddingModels map[string]embeddingmodels.EmbeddingModel
+	tools           map[string]tools.Tool
+	toolsets        map[string]tools.Toolset
+	prompts         map[string]prompts.Prompt
+	promptsets      map[string]prompts.Promptset
 }
 
 func NewResourceManager(
 	sourcesMap map[string]sources.Source,
 	authServicesMap map[string]auth.AuthService,
+	embeddingModelsMap map[string]embeddingmodels.EmbeddingModel,
 	toolsMap map[string]tools.Tool, toolsetsMap map[string]tools.Toolset,
 	promptsMap map[string]prompts.Prompt, promptsetsMap map[string]prompts.Promptset,
 
 ) *ResourceManager {
 	resourceMgr := &ResourceManager{
-		mu:           sync.RWMutex{},
-		sources:      sourcesMap,
-		authServices: authServicesMap,
-		tools:        toolsMap,
-		toolsets:     toolsetsMap,
-		prompts:      promptsMap,
-		promptsets:   promptsetsMap,
+		mu:              sync.RWMutex{},
+		sources:         sourcesMap,
+		authServices:    authServicesMap,
+		embeddingModels: embeddingModelsMap,
+		tools:           toolsMap,
+		toolsets:        toolsetsMap,
+		prompts:         promptsMap,
+		promptsets:      promptsetsMap,
 	}
 
 	return resourceMgr
@@ -68,6 +72,13 @@ func (r *ResourceManager) GetAuthService(authServiceName string) (auth.AuthServi
 	return authService, ok
 }
 
+func (r *ResourceManager) GetEmbeddingModel(embeddingModelName string) (embeddingmodels.EmbeddingModel, bool) {
+	r.mu.RLock()
+	defer r.mu.RUnlock()
+	model, ok := r.embeddingModels[embeddingModelName]
+	return model, ok
+}
+
 func (r *ResourceManager) GetTool(toolName string) (tools.Tool, bool) {
 	r.mu.RLock()
 	defer r.mu.RUnlock()
@@ -96,11 +107,12 @@ func (r *ResourceManager) GetPromptset(promptsetName string) (prompts.Promptset,
 	return promptset, ok
 }
 
-func (r *ResourceManager) SetResources(sourcesMap map[string]sources.Source, authServicesMap map[string]auth.AuthService, toolsMap map[string]tools.Tool, toolsetsMap map[string]tools.Toolset, promptsMap map[string]prompts.Prompt, promptsetsMap map[string]prompts.Promptset) {
+func (r *ResourceManager) SetResources(sourcesMap map[string]sources.Source, authServicesMap map[string]auth.AuthService, embeddingModelsMap map[string]embeddingmodels.EmbeddingModel, toolsMap map[string]tools.Tool, toolsetsMap map[string]tools.Toolset, promptsMap map[string]prompts.Prompt, promptsetsMap map[string]prompts.Promptset) {
 	r.mu.Lock()
 	defer r.mu.Unlock()
 	r.sources = sourcesMap
 	r.authServices = authServicesMap
+	r.embeddingModels = embeddingModelsMap
 	r.tools = toolsMap
 	r.toolsets = toolsetsMap
 	r.prompts = promptsMap
@@ -117,6 +129,16 @@ func (r *ResourceManager) GetAuthServiceMap() map[string]auth.AuthService {
 	return copiedMap
 }
 
+func (r *ResourceManager) GetEmbeddingModelMap() map[string]embeddingmodels.EmbeddingModel {
+	r.mu.RLock()
+	defer r.mu.RUnlock()
+	copiedMap := make(map[string]embeddingmodels.EmbeddingModel, len(r.embeddingModels))
+	for k, v := range r.embeddingModels {
+		copiedMap[k] = v
+	}
+	return copiedMap
+}
+
 func (r *ResourceManager) GetToolsMap() map[string]tools.Tool {
 	r.mu.RLock()
 	defer r.mu.RUnlock()