Merge branch 'main' into cloud-sql-package

## Description

---
feat: Add tool to list Cloud SQL databases

This change introduces a new tool for listing databases within a Google
Cloud SQL instance.

The new tool, `list-databases`, is part of the `cloud-sql-admin` source
and allows users to retrieve a list of all databases for a given
instance.

### Detailed Description

The `list-databases` tool provides a simple and direct way to inspect
the databases present in a Cloud SQL instance. It is implemented in
`internal/tools/cloudsql/cloudsqllistdatabases/cloudsqllistdatabases.go`.

**Key Features:**

*   **Tool Name:** `list-databases`
*   **Source:** `cloud-sql-admin`
*   **Parameters:**
    *   `project` (required): The Google Cloud project ID.
    *   `instance` (required): The ID of the Cloud SQL instance.
*   **Functionality:**
* The tool uses the `sqladmin.Databases.List` API to fetch the list of
databases.
* It formats the output into a JSON array, where each object contains
the `name`, `charset`, and `collation` of a database.
    *   If no databases are found, it returns an empty array.


## PR Checklist

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

- [x] Make sure you reviewed

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

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

🛠️ Fixes #<issue_number_goes_here>

.ci/integration.cloudbuild.yaml

@@ -62,6 +62,28 @@ steps:
           postgressql \
           postgresexecutesql
 
+  - id: "alloydb"
+    name: golang:1
+    waitFor: ["compile-test-binary"]
+    entrypoint: /bin/bash
+    env:
+      - "GOPATH=/gopath"
+      - "ALLOYDB_PROJECT=$PROJECT_ID"
+      - "ALLOYDB_CLUSTER=$_ALLOYDB_POSTGRES_CLUSTER"
+      - "ALLOYDB_INSTANCE=$_ALLOYDB_POSTGRES_INSTANCE"
+      - "ALLOYDB_REGION=$_REGION"
+    secretEnv: ["ALLOYDB_POSTGRES_USER"]
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    args:
+      - -c
+      - |
+        .ci/test_with_coverage.sh \
+          "AlloyDB" \
+          alloydb \
+          alloydb
+
   - id: "alloydb-pg"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -328,23 +350,23 @@ steps:
           mssql \
           mssql
 
-  - id: "dgraph"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "DGRAPH_URL=$_DGRAPHURL"
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "Dgraph" \
-          dgraph \
-          dgraph
+  # - id: "dgraph"
+  #   name: golang:1
+  #   waitFor: ["compile-test-binary"]
+  #   entrypoint: /bin/bash
+  #   env:
+  #     - "GOPATH=/gopath"
+  #     - "DGRAPH_URL=$_DGRAPHURL"
+  #   volumes:
+  #     - name: "go"
+  #       path: "/gopath"
+  #   args:
+  #     - -c
+  #     - |
+  #       .ci/test_with_coverage.sh \
+  #         "Dgraph" \
+  #         dgraph \
+  #         dgraph
 
   - id: "http"
     name: golang:1
@@ -531,6 +553,24 @@ steps:
           utility \
           utility/alloydbwaitforoperation
 
+  - id: "cloud-sql"
+    name: golang:1
+    waitFor: ["compile-test-binary"]
+    entrypoint: /bin/bash
+    env:
+      - "GOPATH=/gopath"
+    secretEnv: ["CLIENT_ID"]
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    args:
+      - -c
+      - |
+        .ci/test_with_coverage.sh \
+          "Cloud SQL Wait for Operation" \
+          cloudsql \
+          cloudsql
+
   - id: "tidb"
     name: golang:1
     waitFor: ["compile-test-binary"]
@@ -620,6 +660,25 @@ steps:
           trino \
           trinosql trinoexecutesql
 
+  - id: "yugabytedb"
+    name: golang:1
+    waitFor: ["compile-test-binary"]
+    entrypoint: /bin/bash
+    env:
+      - "GOPATH=/gopath"
+      - "YUGABYTEDB_DATABASE=$_YUGABYTEDB_DATABASE"
+      - "YUGABYTEDB_PORT=$_YUGABYTEDB_PORT"
+      - "YUGABYTEDB_LOADBALANCE=$_YUGABYTEDB_LOADBALANCE"
+      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
+    secretEnv: ["YUGABYTEDB_USER", "YUGABYTEDB_PASS", "YUGABYTEDB_HOST", "CLIENT_ID"]
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    args:
+      - -c
+      - |
+        ./yugabytedb.test -test.v
+
 availableSecrets:
   secretManager:
     - versionName: projects/$PROJECT_ID/secrets/cloud_sql_pg_user/versions/latest
@@ -698,6 +757,13 @@ availableSecrets:
       env: OCEANBASE_USER
     - versionName: projects/$PROJECT_ID/secrets/oceanbase_pass/versions/latest
       env: OCEANBASE_PASSWORD
+    - versionName: projects/$PROJECT_ID/secrets/yugabytedb_host/versions/latest
+      env: YUGABYTEDB_HOST
+    - versionName: projects/$PROJECT_ID/secrets/yugabytedb_user/versions/latest
+      env: YUGABYTEDB_USER
+    - versionName: projects/$PROJECT_ID/secrets/yugabytedb_pass/versions/latest
+      env: YUGABYTEDB_PASS
+
 
 options:
   logging: CLOUD_LOGGING_ONLY
@@ -744,3 +810,6 @@ substitutions:
   _TRINO_SCHEMA: "default"
   _OCEANBASE_PORT: "2883"
   _OCEANBASE_DATABASE: "oceanbase"
+  _YUGABYTEDB_DATABASE: "yugabyte"
+  _YUGABYTEDB_PORT: "5433"
+  _YUGABYTEDB_LOADBALANCE: "false"

.github/PULL_REQUEST_TEMPLATE.md

@@ -1,16 +1,19 @@
 ## Description
+
 ---
 > Should include a concise description of the changes (bug or feature), it's
 > impact, along with a summary of the solution
 
 ## PR Checklist
+
 ---
 > Thank you for opening a Pull Request! Before submitting your PR, there are a
 > few things you can do to make sure it goes smoothly:
+
 - [ ] Make sure you reviewed
   [CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
 - [ ] Make sure to open an issue as a
-  [bug/issue](https://github.com/googleapis/langchain-google-alloydb-pg-python/issues/new/choose)
+  [bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
   before writing your code!  That way we can discuss the change, evaluate
   designs, and agree on the general idea
 - [ ] Ensure the tests and linter pass
@@ -18,4 +21,4 @@
 - [ ] Appropriate docs were updated (if necessary)
 - [ ] Make sure to add `!` if this involve a breaking change
 
-🛠️ Fixes #<issue_number_goes_here>
+🛠️ Fixes #<issue_number_goes_here>

.github/blunderbuss.yml

@@ -1,7 +1,24 @@
+# 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
+#
+#     https://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.
+
 assign_issues:
   - Yuan325
   - duwenxin99
   - averikitsch
+  - anubhav756
+  - dishaprakash
+  - twishabansal
 assign_issues_by:
   - labels:
     - 'product: bigquery'

.github/labels.yaml

@@ -88,6 +88,10 @@
   color: 8befd7
   description: 'Status: reviewer is awaiting feedback or responses from the author before proceeding.'
 
+- name: 'release candidate'
+  color: 32CD32
+  description: 'Use label to signal PR should be included in the next release.'
+
 # Product Labels
 - name: 'product: bigquery'
   color: 5065c7

.github/release-please.yml

@@ -20,26 +20,21 @@ extraFiles: [
     "README.md",
     "docs/en/getting-started/colab_quickstart.ipynb",
     "docs/en/getting-started/introduction/_index.md",
-    "docs/en/getting-started/local_quickstart.md",
-    "docs/en/getting-started/local_quickstart_js.md",
-    "docs/en/getting-started/local_quickstart_go.md",
     "docs/en/getting-started/mcp_quickstart/_index.md",
+    "docs/en/getting-started/quickstart/shared/configure_toolbox.md",
     "docs/en/samples/alloydb/_index.md",
+    "docs/en/samples/alloydb/mcp_quickstart.md",
+    "docs/en/samples/alloydb/ai-nl/alloydb_ai_nl.ipynb",
     "docs/en/samples/bigquery/local_quickstart.md",
     "docs/en/samples/bigquery/mcp_quickstart/_index.md",
     "docs/en/samples/bigquery/colab_quickstart_bigquery.ipynb",
     "docs/en/samples/looker/looker_gemini.md",
-    "docs/en/samples/looker/looker_mcp_inspector.md",
-    "docs/en/how-to/connect-ide/alloydb_pg_mcp.md",
-    "docs/en/how-to/connect-ide/alloydb_pg_admin_mcp.md",
-    "docs/en/how-to/connect-ide/bigquery_mcp.md",
-    "docs/en/how-to/connect-ide/cloud_sql_pg_mcp.md",
-    "docs/en/how-to/connect-ide/cloud_sql_mssql_mcp.md",
-    "docs/en/how-to/connect-ide/cloud_sql_mysql_mcp.md",
-    "docs/en/how-to/connect-ide/firestore_mcp.md",
+    "docs/en/samples/looker/looker_gemini_oauth/_index.md",
+    "docs/en/samples/looker/looker_mcp_inspector/_index.md",
     "docs/en/how-to/connect-ide/looker_mcp.md",
     "docs/en/how-to/connect-ide/mysql_mcp.md",
     "docs/en/how-to/connect-ide/mssql_mcp.md",
     "docs/en/how-to/connect-ide/postgres_mcp.md",
-    "docs/en/how-to/connect-ide/spanner_mcp.md",
+    "docs/en/how-to/connect-ide/neo4j_mcp.md",
+    "docs/en/how-to/connect-ide/sqlite_mcp.md",
 ]

.github/workflows/cloud_build_failure_reporter.yml

@@ -37,7 +37,7 @@ jobs:
     runs-on: 'ubuntu-latest'
 
     steps:
-      - uses: 'actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea' # v7
+      - uses: 'actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b' # v7
         with:
           script: |-
                   // parse test names

.github/workflows/docs_preview_clean.yaml

@@ -48,7 +48,7 @@ jobs:
           git push
 
       - name: Comment
-        uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea # v7
+        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7
         with:
           script: |
             github.rest.issues.createComment({

.github/workflows/docs_preview_deploy.yaml

@@ -90,7 +90,7 @@ jobs:
           commit_message: "stage: PR-${{ github.event.number }}: ${{ github.event.head_commit.message }}"
 
       - name: Comment
-        uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea # v7
+        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7
         with:
           script: |
             github.rest.issues.createComment({

.github/workflows/lint.yaml

@@ -36,7 +36,7 @@ jobs:
     steps:
       - name: Remove PR Label
         if: "${{ github.event.action == 'labeled' && github.event.label.name == 'tests: run' }}"
-        uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea # v7.0.1
+        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7.1.0
         with:
           github-token: ${{ secrets.GITHUB_TOKEN }}
           script: |

.github/workflows/tests.yaml

@@ -41,7 +41,7 @@ jobs:
     steps:
       - name: Remove PR label
         if: "${{ github.event.action == 'labeled' && github.event.label.name == 'tests: run' }}"
-        uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea # v7.0.1
+        uses: actions/github-script@f28e40c7f34bde8b3046d885e986cb6290c5673b # v7.1.0
         with:
           github-token: ${{ secrets.GITHUB_TOKEN }}
           script: |

CHANGELOG.md

@@ -1,5 +1,33 @@
 # Changelog
 
+## [0.14.0](https://github.com/googleapis/genai-toolbox/compare/v0.13.0...v0.14.0) (2025-09-05)
+
+
+### ⚠ BREAKING CHANGES
+
+* **bigquery:** Move `useClientOAuth` config from tool to source ([#1279](https://github.com/googleapis/genai-toolbox/issues/1279)) ([8d20a48](https://github.com/googleapis/genai-toolbox/commit/8d20a48f13bcda853d41bdf80a162de12b076d1b))
+* **tools/bigquerysql:** remove `useClientOAuth` from tools config ([#1312](https://github.com/googleapis/genai-toolbox/issues/1312))
+
+### Features
+
+* **clickhouse:** Add ClickHouse Source and Tools ([#1088](https://github.com/googleapis/genai-toolbox/issues/1088)) ([75a04a5](https://github.com/googleapis/genai-toolbox/commit/75a04a55dd2259bed72fe95119a7a51a906c0b21))
+* **prebuilt/alloydb-postgres:** Support ipType and IAM users ([#1324](https://github.com/googleapis/genai-toolbox/issues/1324)) ([0b2121e](https://github.com/googleapis/genai-toolbox/commit/0b2121ea72eb81348dcd9c740a62ccd32e71fe37))
+* **server/mcp:** Support toolbox auth in mcp ([#1140](https://github.com/googleapis/genai-toolbox/issues/1140)) ([ca353e0](https://github.com/googleapis/genai-toolbox/commit/ca353e0b66fedc00e9110df57db18632aef49018))
+* **source/mysql:** Support `queryParams` in MySQL source ([#1299](https://github.com/googleapis/genai-toolbox/issues/1299)) ([3ae2526](https://github.com/googleapis/genai-toolbox/commit/3ae2526e0fe36b57b05a9b54f1d99f3fc68d9657))
+* **tools/bigquery:** Support end-user credential passthrough on multiple BQ tools ([#1314](https://github.com/googleapis/genai-toolbox/issues/1314)) ([88f4b30](https://github.com/googleapis/genai-toolbox/commit/88f4b3028df3b6a400936cdf8a035bf55021924c))
+* **tools/looker:** Add description for looker-get-models tool ([#1266](https://github.com/googleapis/genai-toolbox/issues/1266)) ([89af3a4](https://github.com/googleapis/genai-toolbox/commit/89af3a4ca332f029615b2a739d1f6cd50519638d))
+* **tools/looker:** Authenticate via end user credentials ([#1257](https://github.com/googleapis/genai-toolbox/issues/1257)) ([8755e3d](https://github.com/googleapis/genai-toolbox/commit/8755e3db3476abb35629b3cca9c78db7366757a4))
+* **tools/looker:** Report field suggestions to agent ([#1267](https://github.com/googleapis/genai-toolbox/issues/1267)) ([2cad82e](https://github.com/googleapis/genai-toolbox/commit/2cad82e5107566dd6c9b75e34e9976af63af0bb5))
+
+
+### Bug Fixes
+
+* Do not print usage on runtime error ([#1315](https://github.com/googleapis/genai-toolbox/issues/1315)) ([afba7a5](https://github.com/googleapis/genai-toolbox/commit/afba7a57cdd4fe7c1b0741dbf8f8c78b14a68089))
+* Update env var to allow empty string ([#1260](https://github.com/googleapis/genai-toolbox/issues/1260)) ([03aa9fa](https://github.com/googleapis/genai-toolbox/commit/03aa9fabacda06f860c9f178485126bddb7d5782))
+* **tools/firestore:** Add document/collection path validation ([#1229](https://github.com/googleapis/genai-toolbox/issues/1229)) ([14c2249](https://github.com/googleapis/genai-toolbox/commit/14c224939a2f9bb349fa00a7d5227877198530c2))
+* **tools/looker-get-dashboards:** Fix Looker client OAuth check ([#1338](https://github.com/googleapis/genai-toolbox/issues/1338)) ([36225aa](https://github.com/googleapis/genai-toolbox/commit/36225aa6db7f8426ad87930866530fde4e9bf0cd))
+* **tools/oceanbase:** Fix encoded text with mysql driver ([#1283](https://github.com/googleapis/genai-toolbox/issues/1283)) ([d16f89f](https://github.com/googleapis/genai-toolbox/commit/d16f89fbb6e49c03998f114ef7dc2b584b5e4967)), closes [#1161](https://github.com/googleapis/genai-toolbox/issues/1161)
+
 ## [0.13.0](https://github.com/googleapis/genai-toolbox/compare/v0.12.0...v0.13.0) (2025-08-27)
 
 ### ⚠ BREAKING CHANGES

CONTRIBUTING.md

@@ -25,33 +25,42 @@ This project follows
 
 ## Contribution process
 
-### Code reviews
+> [!NOTE]
+> New contributions should always include both unit and integration tests.
+ 
 
 All submissions, including submissions by project members, require review. We
 use GitHub pull requests for this purpose. Consult
 [GitHub Help](https://help.github.com/articles/about-pull-requests/) for more
 information on using pull requests.
 
-Within 2-5 days, a reviewer will review your PR. They may approve it, or request
-changes. When requesting changes, reviewers should self-assign the PR to ensure
+### Code reviews
+
+* Within 2-5 days, a reviewer will review your PR. They may approve it, or request
+changes. 
+* When requesting changes, reviewers should self-assign the PR to ensure
 they are aware of any updates.
-If additional changes are needed, push additional commits to your PR branch -
-this helps the reviewer know which parts of the PR have changed. Commits will be
+* If additional changes are needed, push additional commits to your PR branch -
+this helps the reviewer know which parts of the PR have changed. 
+* Commits will be
 squashed when merged.
-Please follow up with changes promptly. If a PR is awaiting changes by the
+* Please follow up with changes promptly. 
+* If a PR is awaiting changes by the
 author for more than 10 days, maintainers may mark that PR as Draft. PRs that
 are inactive for more than 30 days may be closed.
 
-### Adding a New Database Source and Tool
+## Adding a New Database Source or Tool
 
-We recommend creating an
+Please create an
 [issue](https://github.com/googleapis/genai-toolbox/issues) before
-implementation to ensure we can accept the contribution and no duplicated work.
-If you have any questions, reach out on our
-[Discord](https://discord.gg/Dmm69peqjh) to chat directly with the team. New
-contributions should be added with both unit tests and integration tests.
+implementation to ensure we can accept the contribution and no duplicated work. This issue
+should include an overview of the API design. If you have any questions, reach out on our
+[Discord](https://discord.gg/Dmm69peqjh) to chat directly with the team.  
 
-#### 1. Implement the New Data Source
+> [!NOTE]
+> New tools can be added for [pre-existing data sources](https://github.com/googleapis/genai-toolbox/tree/main/internal/sources). However, any new database source should also include at least one new tool type.
+
+### Adding a New Database Source
 
 We recommend looking at an [example source
 implementation](https://github.com/googleapis/genai-toolbox/blob/main/internal/sources/postgres/postgres.go).
@@ -78,7 +87,10 @@ implementation](https://github.com/googleapis/genai-toolbox/blob/main/internal/s
 * **Implement `init()`** to register the new Source.
 * **Implement Unit Tests** in a file named `newdb_test.go`.
 
-#### 2. Implement the New Tool
+### Adding a New Tool
+
+> [!NOTE]
+> Please follow the tool naming convention detailed [here](./DEVELOPER.md#tool-naming-conventions).
 
 We recommend looking at an [example tool
 implementation](https://github.com/googleapis/genai-toolbox/tree/main/internal/tools/postgres/postgressql).
@@ -111,7 +123,7 @@ tools.
 * **Implement `init()`** to register the new Tool.
 * **Implement Unit Tests** in a file named `newdb_test.go`.
 
-#### 3. Add Integration Tests
+### Adding Integration Tests
 
 * **Add a test file** under a new directory `tests/newdb`.
 * **Add pre-defined integration test suites** in the
@@ -153,7 +165,7 @@ tools.
 [temp-param-doc]:
     https://googleapis.github.io/genai-toolbox/resources/tools/#template-parameters
 
-#### 4. Add Documentation
+### Adding Documentation
 
 * **Update the documentation** to include information about your new data source
   and tool. This includes:
@@ -163,7 +175,7 @@ tools.
 
 * **(Optional) Add samples** to the `docs/en/samples/<newdb>` directory.
 
-#### (Optional) 5. Add Prebuilt Tools
+### (Optional) Adding Prebuilt Tools
 
 You can provide developers with a set of "build-time" tools to aid common
 software development user journeys like viewing and creating tables/collections
@@ -177,7 +189,7 @@ and data.
   [internal/prebuiltconfigs/prebuiltconfigs_test.go](internal/prebuiltconfigs/prebuiltconfigs_test.go)
   and [cmd/root_test.go](cmd/root_test.go).
 
-#### 6. Submit a Pull Request
+## Submitting a Pull Request
 
 Submit a pull request to the repository with your changes. Be sure to include a
 detailed description of your changes and any requests for long term testing
@@ -218,4 +230,4 @@ resources.
 * **PR Description:** PR description should **always** be included. It should
   include a concise description of the changes, it's impact, along with a
   summary of the solution. If the PR is related to a specific issue, the issue
-  number should be mentioned in the PR description (e.g. `Fixes #1`).
+  number should be mentioned in the PR description (e.g. `Fixes #1`).

DEVELOPER.md

@@ -44,6 +44,47 @@ Before you begin, ensure you have the following:
     curl http://127.0.0.1:5000
     ```
 
+### Tool Naming Conventions
+
+This section details the purpose and conventions for MCP Toolbox's tools naming
+properties, **tool name** and **tool kind**.
+
+```
+cancel_hotel: <- tool name
+    kind: postgres-sql  <- tool kind
+    source: my_pg_source
+```
+
+#### Tool Name
+
+Tool name is the identifier used by a Large Language Model (LLM) to invoke a
+specific tool.
+* Custom tools: The user can define any name they want. The below guidelines
+  do not apply.
+* Pre-built tools: The tool name is predefined and cannot be changed. It
+should follow the guidelines.
+
+The following guidelines apply to tool names:
+* Should use underscores over hyphens (e.g., `list_collections` instead of
+  `list-collections`).
+* Should not have the product name in the name (e.g., `list_collections` instead
+  of `firestore_list_collections`).
+* Superficial changes are NOT considered as breaking (e.g., changing tool name).
+* Non-superficial changes MAY be considered breaking (e.g. adding new parameters
+  to a function) until they can be validated through extensive testing to ensure
+  they do not negatively impact agent's performances.
+
+#### Tool Kind
+
+Tool kind serves as a category or type that a user can assign to a tool.
+
+The following guidelines apply to tool kinds:
+* Should user hyphens over underscores (e.g. `firestore-list-collections` or
+  `firestore_list_colelctions`).
+* Should use product name in name (e.g. `firestore-list-collections` over
+  `list-collections`).
+* Changes to tool kind are breaking changes and should be avoided.
+
 ## Testing
 
 ### Infrastructure

README.md

@@ -117,7 +117,7 @@ To install Toolbox as a binary:
 <!-- {x-release-please-start-version} -->
 ```sh
 # see releases page for other versions
-export VERSION=0.13.0
+export VERSION=0.14.0
 curl -O https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 chmod +x toolbox
 ```
@@ -130,7 +130,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.13.0
+export VERSION=0.14.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -154,7 +154,7 @@ 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@v0.13.0
+go install github.com/googleapis/genai-toolbox@v0.14.0
 ```
 <!-- {x-release-please-end} -->
 
@@ -165,22 +165,66 @@ go install github.com/googleapis/genai-toolbox@v0.13.0
 [Configure](#configuration) a `tools.yaml` to define your tools, and then
 execute `toolbox` to start the server:
 
+<details open>
+<summary>Binary</summary>
+
+To run Toolbox from binary:
+
 ```sh
 ./toolbox --tools-file "tools.yaml"
 ```
 
-> [!NOTE]
-> Toolbox enables dynamic reloading by default. To disable, use the
-> `--disable-reload` flag.
+ⓘ **NOTE:**  
+Toolbox enables dynamic reloading by default. To disable, use the `--disable-reload` flag.
 
-#### Homebrew Users
+</details>
 
-If you installed Toolbox using Homebrew, the `toolbox` binary is available in your system path. You can start the server with the same command:
+<details>
+
+<summary>Container image</summary>
+
+To run the server after pulling the [container image](#installing-the-server):
+
+```sh
+export VERSION=0.11.0 # Use the version you pulled
+docker run -p 5000:5000 \
+-v $(pwd)/tools.yaml:/app/tools.yaml \
+us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION \
+--tools-file "/app/tools.yaml"
+```
+
+ⓘ **NOTE:**  
+The `-v` flag mounts your local `tools.yaml` into the container, and `-p` maps the container's port `5000` to your host's port `5000`.
+
+</details>
+
+<details>
+
+<summary>Source</summary>
+
+To run the server directly from source, navigate to the project root directory and run:
+
+```sh
+go run .
+```
+
+ⓘ **NOTE:**  
+This command runs the project from source, and is more suitable for development and testing. It does **not** compile a binary into your `$GOPATH`. If you want to compile a binary instead, refer the [Developer Documentation](./DEVELOPER.md#building-the-binary).
+
+</details>
+
+<details>
+
+<summary>Homebrew</summary>
+
+If you installed Toolbox using [Homebrew](https://brew.sh/), the `toolbox` binary is available in your system path. You can start the server with the same command:
 
 ```sh
 toolbox --tools-file "tools.yaml"
 ```
 
+</details>
+
 You can use `toolbox help` for a full list of flags! To stop the server, send a
 terminate signal (`ctrl+c` on most platforms).
 
@@ -188,6 +232,7 @@ For more detailed documentation on deploying to different environments, check
 out the resources in the [How-to
 section](https://googleapis.github.io/genai-toolbox/how-to/)
 
+
 ### Integrating your application
 
 Once your server is up and running, you can load the tools into your

cmd/root.go

@@ -42,7 +42,14 @@ import (
 	"github.com/googleapis/genai-toolbox/internal/util"
 
 	// Import tool packages for side effect of registration
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydbgetcluster"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydbgetinstance"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydbgetuser"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydblistclusters"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydblistinstances"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydb/alloydblistusers"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydbainl"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryanalyzecontribution"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryconversationalanalytics"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryforecast"
@@ -53,7 +60,18 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerysql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigtable"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhouseexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhouselistdatabases"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/clickhouse/clickhousesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudmonitoring"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlcreatedatabase"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlcreateusers"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlgetinstances"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqllistdatabases"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqllistinstances"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsql/cloudsqlwaitforoperation"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsqlmssql/cloudsqlmssqlcreateinstance"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsqlmysql/cloudsqlmysqlcreateinstance"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/cloudsqlpg/cloudsqlpgcreateinstances"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/couchbase"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/dataplex/dataplexlookupentry"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/dataplex/dataplexsearchaspecttypes"
@@ -66,6 +84,7 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestoregetdocuments"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestoregetrules"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorelistcollections"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorequery"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorequerycollection"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestoreupdatedocument"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorevalidaterules"
@@ -97,6 +116,7 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mssql/mssqlexecutesql"
 	_ "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/mysqllisttables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mysql/mysqlsql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/neo4j/neo4jcypher"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/neo4j/neo4jexecutecypher"
@@ -104,11 +124,14 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/oceanbase/oceanbaseexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/oceanbase/oceanbasesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgresexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgressql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/redis"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerlisttables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannersql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/sqlitesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/sqlite/sqliteexecutesql"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/sqlite/sqlitesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/tidb/tidbexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/tidb/tidbsql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/trino/trinoexecutesql"
@@ -116,13 +139,17 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/utility/alloydbwaitforoperation"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/utility/wait"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/valkey"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/yugabytedbsql"
 
 	"github.com/spf13/cobra"
 
+	_ "github.com/googleapis/genai-toolbox/internal/sources/alloydbadmin"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/alloydbpg"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/bigquery"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/bigtable"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/clickhouse"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudmonitoring"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqladmin"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqlmssql"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqlmysql"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqlpg"
@@ -145,6 +172,7 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/sources/tidb"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/trino"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/valkey"
+	_ "github.com/googleapis/genai-toolbox/internal/sources/yugabytedb"
 )
 
 var (
@@ -219,6 +247,9 @@ func NewCommand(opts ...Option) *Command {
 		o(cmd)
 	}
 
+	// Do not print Usage on runtime error
+	cmd.SilenceUsage = true
+
 	// Set server version
 	cmd.cfg.Version = versionString
 

cmd/root_test.go

@@ -1234,8 +1234,11 @@ func TestPrebuiltTools(t *testing.T) {
 	bigquery_config, _ := prebuiltconfigs.Get("bigquery")
 	clickhouse_config, _ := prebuiltconfigs.Get("clickhouse")
 	cloudsqlpg_config, _ := prebuiltconfigs.Get("cloud-sql-postgres")
+	cloudsqlpg_admin_config, _ := prebuiltconfigs.Get("cloud-sql-postgres-admin")
 	cloudsqlmysql_config, _ := prebuiltconfigs.Get("cloud-sql-mysql")
+	cloudsqlmysql_admin_config, _ := prebuiltconfigs.Get("cloud-sql-mysql-admin")
 	cloudsqlmssql_config, _ := prebuiltconfigs.Get("cloud-sql-mssql")
+	cloudsqlmssql_admin_config, _ := prebuiltconfigs.Get("cloud-sql-mssql-admin")
 	dataplex_config, _ := prebuiltconfigs.Get("dataplex")
 	firestoreconfig, _ := prebuiltconfigs.Get("firestore")
 	mysql_config, _ := prebuiltconfigs.Get("mysql")
@@ -1244,6 +1247,8 @@ func TestPrebuiltTools(t *testing.T) {
 	postgresconfig, _ := prebuiltconfigs.Get("postgres")
 	spanner_config, _ := prebuiltconfigs.Get("spanner")
 	spannerpg_config, _ := prebuiltconfigs.Get("spanner-postgres")
+	sqlite_config, _ := prebuiltconfigs.Get("sqlite")
+	neo4jconfig, _ := prebuiltconfigs.Get("neo4j")
 
 	// Set environment variables
 	t.Setenv("API_KEY", "your_api_key")
@@ -1318,6 +1323,13 @@ func TestPrebuiltTools(t *testing.T) {
 	t.Setenv("LOOKER_CLIENT_SECRET", "your_looker_client_secret")
 	t.Setenv("LOOKER_VERIFY_SSL", "true")
 
+	t.Setenv("SQLITE_DATABASE", "test.db")
+
+	t.Setenv("NEO4J_URI", "bolt://localhost:7687")
+	t.Setenv("NEO4J_DATABASE", "neo4j")
+	t.Setenv("NEO4J_USERNAME", "your_neo4j_user")
+	t.Setenv("NEO4J_PASSWORD", "your_neo4j_password")
+
 	ctx, err := testutils.ContextWithNewLogger()
 	if err != nil {
 		t.Fatalf("unexpected error: %s", err)
@@ -1331,9 +1343,39 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "alloydb postgres admin prebuilt tools",
 			in:   alloydb_admin_config,
 			wantToolset: server.ToolsetConfigs{
-				"alloydb-postgres-admin-tools": tools.ToolsetConfig{
-					Name:      "alloydb-postgres-admin-tools",
-					ToolNames: []string{"alloydb-create-cluster", "alloydb-operations-get", "alloydb-create-instance", "alloydb-list-clusters", "alloydb-list-instances", "alloydb-list-users", "alloydb-create-user"},
+				"alloydb_postgres_admin_tools": tools.ToolsetConfig{
+					Name:      "alloydb_postgres_admin_tools",
+					ToolNames: []string{"create_cluster", "wait_for_operation", "create_instance", "list_clusters", "list_instances", "list_users", "create_user", "get_cluster", "get_instance", "get_user"},
+				},
+			},
+		},
+		{
+			name: "cloudsql pg admin prebuilt tools",
+			in:   cloudsqlpg_admin_config,
+			wantToolset: server.ToolsetConfigs{
+				"cloud_sql_postgres_admin_tools": tools.ToolsetConfig{
+					Name:      "cloud_sql_postgres_admin_tools",
+					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation"},
+				},
+			},
+		},
+		{
+			name: "cloudsql mysql admin prebuilt tools",
+			in:   cloudsqlmysql_admin_config,
+			wantToolset: server.ToolsetConfigs{
+				"cloud_sql_mysql_admin_tools": tools.ToolsetConfig{
+					Name:      "cloud_sql_mysql_admin_tools",
+					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation"},
+				},
+			},
+		},
+		{
+			name: "cloudsql mssql admin prebuilt tools",
+			in:   cloudsqlmssql_admin_config,
+			wantToolset: server.ToolsetConfigs{
+				"cloud_sql_mssql_admin_tools": tools.ToolsetConfig{
+					Name:      "cloud_sql_mssql_admin_tools",
+					ToolNames: []string{"create_instance", "get_instance", "list_instances", "create_database", "list_databases", "create_user", "wait_for_operation"},
 				},
 			},
 		},
@@ -1341,8 +1383,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "alloydb prebuilt tools",
 			in:   alloydb_config,
 			wantToolset: server.ToolsetConfigs{
-				"alloydb-postgres-database-tools": tools.ToolsetConfig{
-					Name:      "alloydb-postgres-database-tools",
+				"alloydb_postgres_database_tools": tools.ToolsetConfig{
+					Name:      "alloydb_postgres_database_tools",
 					ToolNames: []string{"execute_sql", "list_tables"},
 				},
 			},
@@ -1351,9 +1393,9 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "bigquery prebuilt tools",
 			in:   bigquery_config,
 			wantToolset: server.ToolsetConfigs{
-				"bigquery-database-tools": tools.ToolsetConfig{
-					Name:      "bigquery-database-tools",
-					ToolNames: []string{"ask_data_insights", "execute_sql", "forecast", "get_dataset_info", "get_table_info", "list_dataset_ids", "list_table_ids"},
+				"bigquery_database_tools": tools.ToolsetConfig{
+					Name:      "bigquery_database_tools",
+					ToolNames: []string{"analyze_contribution", "ask_data_insights", "execute_sql", "forecast", "get_dataset_info", "get_table_info", "list_dataset_ids", "list_table_ids"},
 				},
 			},
 		},
@@ -1361,9 +1403,9 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "clickhouse prebuilt tools",
 			in:   clickhouse_config,
 			wantToolset: server.ToolsetConfigs{
-				"clickhouse-database-tools": tools.ToolsetConfig{
-					Name:      "clickhouse-database-tools",
-					ToolNames: []string{"execute_sql"},
+				"clickhouse_database_tools": tools.ToolsetConfig{
+					Name:      "clickhouse_database_tools",
+					ToolNames: []string{"execute_sql", "list_databases"},
 				},
 			},
 		},
@@ -1371,8 +1413,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "cloudsqlpg prebuilt tools",
 			in:   cloudsqlpg_config,
 			wantToolset: server.ToolsetConfigs{
-				"cloud-sql-postgres-database-tools": tools.ToolsetConfig{
-					Name:      "cloud-sql-postgres-database-tools",
+				"cloud_sql_postgres_database_tools": tools.ToolsetConfig{
+					Name:      "cloud_sql_postgres_database_tools",
 					ToolNames: []string{"execute_sql", "list_tables"},
 				},
 			},
@@ -1381,8 +1423,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "cloudsqlmysql prebuilt tools",
 			in:   cloudsqlmysql_config,
 			wantToolset: server.ToolsetConfigs{
-				"cloud-sql-mysql-database-tools": tools.ToolsetConfig{
-					Name:      "cloud-sql-mysql-database-tools",
+				"cloud_sql_mysql_database_tools": tools.ToolsetConfig{
+					Name:      "cloud_sql_mysql_database_tools",
 					ToolNames: []string{"execute_sql", "list_tables"},
 				},
 			},
@@ -1391,8 +1433,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "cloudsqlmssql prebuilt tools",
 			in:   cloudsqlmssql_config,
 			wantToolset: server.ToolsetConfigs{
-				"cloud-sql-mssql-database-tools": tools.ToolsetConfig{
-					Name:      "cloud-sql-mssql-database-tools",
+				"cloud_sql_mssql_database_tools": tools.ToolsetConfig{
+					Name:      "cloud_sql_mssql_database_tools",
 					ToolNames: []string{"execute_sql", "list_tables"},
 				},
 			},
@@ -1401,9 +1443,9 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "dataplex prebuilt tools",
 			in:   dataplex_config,
 			wantToolset: server.ToolsetConfigs{
-				"dataplex-tools": tools.ToolsetConfig{
-					Name:      "dataplex-tools",
-					ToolNames: []string{"dataplex_search_entries", "dataplex_lookup_entry", "dataplex_search_aspect_types"},
+				"dataplex_tools": tools.ToolsetConfig{
+					Name:      "dataplex_tools",
+					ToolNames: []string{"search_entries", "lookup_entry", "search_aspect_types"},
 				},
 			},
 		},
@@ -1411,9 +1453,9 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "firestore prebuilt tools",
 			in:   firestoreconfig,
 			wantToolset: server.ToolsetConfigs{
-				"firestore-database-tools": tools.ToolsetConfig{
-					Name:      "firestore-database-tools",
-					ToolNames: []string{"firestore-get-documents", "firestore-add-documents", "firestore-update-document", "firestore-list-collections", "firestore-delete-documents", "firestore-query-collection", "firestore-get-rules", "firestore-validate-rules"},
+				"firestore_database_tools": tools.ToolsetConfig{
+					Name:      "firestore_database_tools",
+					ToolNames: []string{"get_documents", "add_documents", "update_document", "list_collections", "delete_documents", "query_collection", "get_rules", "validate_rules"},
 				},
 			},
 		},
@@ -1421,8 +1463,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "mysql prebuilt tools",
 			in:   mysql_config,
 			wantToolset: server.ToolsetConfigs{
-				"mysql-database-tools": tools.ToolsetConfig{
-					Name:      "mysql-database-tools",
+				"mysql_database_tools": tools.ToolsetConfig{
+					Name:      "mysql_database_tools",
 					ToolNames: []string{"execute_sql", "list_tables"},
 				},
 			},
@@ -1431,8 +1473,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "mssql prebuilt tools",
 			in:   mssql_config,
 			wantToolset: server.ToolsetConfigs{
-				"mssql-database-tools": tools.ToolsetConfig{
-					Name:      "mssql-database-tools",
+				"mssql_database_tools": tools.ToolsetConfig{
+					Name:      "mssql_database_tools",
 					ToolNames: []string{"execute_sql", "list_tables"},
 				},
 			},
@@ -1441,8 +1483,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "looker prebuilt tools",
 			in:   looker_config,
 			wantToolset: server.ToolsetConfigs{
-				"looker-tools": tools.ToolsetConfig{
-					Name:      "looker-tools",
+				"looker_tools": tools.ToolsetConfig{
+					Name:      "looker_tools",
 					ToolNames: []string{"get_models", "get_explores", "get_dimensions", "get_measures", "get_filters", "get_parameters", "query", "query_sql", "query_url", "get_looks", "run_look", "make_look", "get_dashboards", "make_dashboard", "add_dashboard_element"},
 				},
 			},
@@ -1451,8 +1493,8 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "postgres prebuilt tools",
 			in:   postgresconfig,
 			wantToolset: server.ToolsetConfigs{
-				"postgres-database-tools": tools.ToolsetConfig{
-					Name:      "postgres-database-tools",
+				"postgres_database_tools": tools.ToolsetConfig{
+					Name:      "postgres_database_tools",
 					ToolNames: []string{"execute_sql", "list_tables"},
 				},
 			},
@@ -1471,12 +1513,32 @@ func TestPrebuiltTools(t *testing.T) {
 			name: "spanner pg prebuilt tools",
 			in:   spannerpg_config,
 			wantToolset: server.ToolsetConfigs{
-				"spanner-postgres-database-tools": tools.ToolsetConfig{
-					Name:      "spanner-postgres-database-tools",
+				"spanner_postgres_database_tools": tools.ToolsetConfig{
+					Name:      "spanner_postgres_database_tools",
 					ToolNames: []string{"execute_sql", "execute_sql_dql", "list_tables"},
 				},
 			},
 		},
+		{
+			name: "sqlite prebuilt tools",
+			in:   sqlite_config,
+			wantToolset: server.ToolsetConfigs{
+				"sqlite_database_tools": tools.ToolsetConfig{
+					Name:      "sqlite_database_tools",
+					ToolNames: []string{"execute_sql", "list_tables"},
+				},
+			},
+		},
+		{
+			name: "neo4j prebuilt tools",
+			in:   neo4jconfig,
+			wantToolset: server.ToolsetConfigs{
+				"neo4j_database_tools": tools.ToolsetConfig{
+					Name:      "neo4j_database_tools",
+					ToolNames: []string{"execute_cypher", "get_schema"},
+				},
+			},
+		},
 	}
 
 	for _, tc := range tcs {

cmd/version.txt

@@ -1 +1 @@
-0.13.0
+0.14.0

docs/en/getting-started/colab_quickstart.ipynb

@@ -234,7 +234,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.13.0\" # x-release-please-version\n",
+        "version = \"0.14.0\" # 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

@@ -86,7 +86,7 @@ To install Toolbox as a binary:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.13.0
+export VERSION=0.14.0
 curl -O https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 chmod +x toolbox
 ```
@@ -97,7 +97,7 @@ You can also install Toolbox as a container:
 
 ```sh
 # see releases page for other versions
-export VERSION=0.13.0
+export VERSION=0.14.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```
 
@@ -115,7 +115,7 @@ 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@v0.13.0
+go install github.com/googleapis/genai-toolbox@v0.14.0
 ```
 
 {{% /tab %}}

docs/en/getting-started/local_quickstart.md

@@ -17,6 +17,11 @@ This guide assumes you have already done the following:
    your preferred virtual environment tool for managing dependencies e.g. [venv][install-venv]).
 1. Installed [PostgreSQL 16+ and the `psql` client][install-postgres].
 
+[install-python]: https://wiki.python.org/moin/BeginnersGuide/Download
+[install-pip]: https://pip.pypa.io/en/stable/installation/
+[install-venv]: https://packaging.python.org/en/latest/tutorials/installing-packages/#creating-virtual-environments
+[install-postgres]: https://www.postgresql.org/download/
+
 ### Cloud Setup (Optional)
 {{< regionInclude "quickstart/shared/cloud_setup.md" "cloud_setup" >}}
 

docs/en/getting-started/local_quickstart_go.md

@@ -49,614 +49,28 @@ from Toolbox.
     {{< tabpane persist=header >}}
 {{< tab header="LangChain Go" lang="go" >}}
 
-package main
+{{< include "quickstart/go/langchain/quickstart.go" >}}
 
-import (
-	"context"
-	"encoding/json"
-	"fmt"
-	"log"
-	"os"
-
-	"github.com/googleapis/mcp-toolbox-sdk-go/core"
-	"github.com/tmc/langchaingo/llms"
-	"github.com/tmc/langchaingo/llms/googleai"
-)
-
-// ConvertToLangchainTool converts a generic core.ToolboxTool into a LangChainGo llms.Tool.
-func ConvertToLangchainTool(toolboxTool *core.ToolboxTool) llms.Tool {
-
-	// Fetch the tool's input schema
-	inputschema, err := toolboxTool.InputSchema()
-	if err != nil {
-		return llms.Tool{}
-	}
-
-	var paramsSchema map[string]any
-	_ = json.Unmarshal(inputschema, &paramsSchema)
-
-	// Convert into LangChain's llms.Tool
-	return llms.Tool{
-		Type: "function",
-		Function: &llms.FunctionDefinition{
-			Name:        toolboxTool.Name(),
-			Description: toolboxTool.Description(),
-			Parameters:  paramsSchema,
-		},
-	}
-}
-
-const systemPrompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`
-
-var queries = []string{
-	"Find hotels in Basel with Basel in its name.",
-	"Can you book the hotel Hilton Basel for me?",
-	"Oh wait, this is too expensive. Please cancel it.",
-	"Please book the Hyatt Regency instead.",
-	"My check in dates would be from April 10, 2024 to April 19, 2024.",
-}
-
-func main() {
-	genaiKey := os.Getenv("GOOGLE_API_KEY")
-	toolboxURL := "http://localhost:5000"
-	ctx := context.Background()
-
-	// Initialize the Google AI client (LLM).
-	llm, err := googleai.New(ctx, googleai.WithAPIKey(genaiKey), googleai.WithDefaultModel("gemini-1.5-flash"))
-	if err != nil {
-		log.Fatalf("Failed to create Google AI client: %v", err)
-	}
-
-	// Initialize the MCP Toolbox client.
-	toolboxClient, err := core.NewToolboxClient(toolboxURL)
-	if err != nil {
-		log.Fatalf("Failed to create Toolbox client: %v", err)
-	}
-
-	// Load the tool using the MCP Toolbox SDK.
-	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
-	if err != nil {
-		log.Fatalf("Failed to load tools: %v\nMake sure your Toolbox server is running and the tool is configured.", err)
-	}
-
-	toolsMap := make(map[string]*core.ToolboxTool, len(tools))
-
-	langchainTools := make([]llms.Tool, len(tools))
-	// Convert the loaded ToolboxTools into the format LangChainGo requires.
-	for i, tool := range tools {
-		langchainTools[i] = ConvertToLangchainTool(tool)
-		toolsMap[tool.Name()] = tool
-	}
-
-	// Start the conversation history.
-	messageHistory := []llms.MessageContent{
-		llms.TextParts(llms.ChatMessageTypeSystem, systemPrompt),
-	}
-
-	for _, query := range queries {
-		messageHistory = append(messageHistory, llms.TextParts(llms.ChatMessageTypeHuman, query))
-
-		// Make the first call to the LLM, making it aware of the tool.
-		resp, err := llm.GenerateContent(ctx, messageHistory, llms.WithTools(langchainTools))
-		if err != nil {
-			log.Fatalf("LLM call failed: %v", err)
-		}
-		respChoice := resp.Choices[0]
-
-		assistantResponse := llms.TextParts(llms.ChatMessageTypeAI, respChoice.Content)
-		for _, tc := range respChoice.ToolCalls {
-			assistantResponse.Parts = append(assistantResponse.Parts, tc)
-		}
-		messageHistory = append(messageHistory, assistantResponse)
-
-		// Process each tool call requested by the model.
-		for _, tc := range respChoice.ToolCalls {
-			toolName := tc.FunctionCall.Name
-			tool := toolsMap[toolName]
-			var args map[string]any
-			if err := json.Unmarshal([]byte(tc.FunctionCall.Arguments), &args); err != nil {
-				log.Fatalf("Failed to unmarshal arguments for tool '%s': %v", toolName, err)
-			}
-			toolResult, err := tool.Invoke(ctx, args)
-			if err != nil {
-				log.Fatalf("Failed to execute tool '%s': %v", toolName, err)
-			}
-			if toolResult == "" || toolResult == nil {
-				toolResult = "Operation completed successfully with no specific return value."
-			}
-
-			// Create the tool call response message and add it to the history.
-			toolResponse := llms.MessageContent{
-				Role: llms.ChatMessageTypeTool,
-				Parts: []llms.ContentPart{
-					llms.ToolCallResponse{
-						Name:    toolName,
-						Content: fmt.Sprintf("%v", toolResult),
-					},
-				},
-			}
-			messageHistory = append(messageHistory, toolResponse)
-		}
-		finalResp, err := llm.GenerateContent(ctx, messageHistory)
-		if err != nil {
-			log.Fatalf("Final LLM call failed after tool execution: %v", err)
-		}
-
-		// Add the final textual response from the LLM to the history
-		messageHistory = append(messageHistory, llms.TextParts(llms.ChatMessageTypeAI, finalResp.Choices[0].Content))
-
-		fmt.Println(finalResp.Choices[0].Content)
-
-	}
-
-}
 
 {{< /tab >}}
 
 {{< tab header="Genkit Go" lang="go" >}}
 
-package main
+{{< include "quickstart/go/genkit/quickstart.go" >}}
 
-import (
-	"context"
-	"fmt"
-	"log"
-
-	"github.com/googleapis/mcp-toolbox-sdk-go/core"
-	"github.com/googleapis/mcp-toolbox-sdk-go/tbgenkit"
-
-	"github.com/firebase/genkit/go/ai"
-	"github.com/firebase/genkit/go/genkit"
-	"github.com/firebase/genkit/go/plugins/googlegenai"
-)
-
-const systemPrompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`
-
-var queries = []string{
-	"Find hotels in Basel with Basel in its name.",
-	"Can you book the hotel Hilton Basel for me?",
-	"Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-	"My check in dates would be from April 10, 2024 to April 19, 2024.",
-}
-
-func main() {
-	ctx := context.Background()
-
-	// Create Toolbox Client
-	toolboxClient, err := core.NewToolboxClient("http://127.0.0.1:5000")
-	if err != nil {
-		log.Fatalf("Failed to create Toolbox client: %v", err)
-	}
-
-	// Load the tools using the MCP Toolbox SDK.
-	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
-	if err != nil {
-		log.Fatalf("Failed to load tools: %v\nMake sure your Toolbox server is running and the tool is configured.", err)
-	}
-
-	// Initialize Genkit
-	g, err := genkit.Init(ctx,
-		genkit.WithPlugins(&googlegenai.GoogleAI{}),
-		genkit.WithDefaultModel("googleai/gemini-1.5-flash"),
-	)
-	if err != nil {
-		log.Fatalf("Failed to init genkit: %v\n", err)
-	}
-
-	// Create a conversation history
-	conversationHistory := []*ai.Message{
-		ai.NewSystemTextMessage(systemPrompt),
-	}
-
-	// Convert your tool to a Genkit tool.
-	genkitTools := make([]ai.Tool, len(tools))
-	for i, tool := range tools {
-		newTool, err := tbgenkit.ToGenkitTool(tool, g)
-		if err != nil {
-			log.Fatalf("Failed to convert tool: %v\n", err)
-		}
-		genkitTools[i] = newTool
-	}
-
-	toolRefs := make([]ai.ToolRef, len(genkitTools))
-
-	for i, tool := range genkitTools {
-		toolRefs[i] = tool
-	}
-
-	for _, query := range queries {
-		conversationHistory = append(conversationHistory, ai.NewUserTextMessage(query))
-		response, err := genkit.Generate(ctx, g,
-			ai.WithMessages(conversationHistory...),
-			ai.WithTools(toolRefs...),
-			ai.WithReturnToolRequests(true),
-		)
-
-		if err != nil {
-			log.Fatalf("%v\n", err)
-		}
-		conversationHistory = append(conversationHistory, response.Message)
-
-		parts := []*ai.Part{}
-
-		for _, req := range response.ToolRequests() {
-			tool := genkit.LookupTool(g, req.Name)
-			if tool == nil {
-				log.Fatalf("tool %q not found", req.Name)
-			}
-
-			output, err := tool.RunRaw(ctx, req.Input)
-			if err != nil {
-				log.Fatalf("tool %q execution failed: %v", tool.Name(), err)
-			}
-
-			parts = append(parts,
-				ai.NewToolResponsePart(&ai.ToolResponse{
-					Name:   req.Name,
-					Ref:    req.Ref,
-					Output: output,
-				}))
-
-		}
-
-		if len(parts) > 0 {
-			resp, err := genkit.Generate(ctx, g,
-				ai.WithMessages(append(response.History(), ai.NewMessage(ai.RoleTool, nil, parts...))...),
-				ai.WithTools(toolRefs...),
-			)
-			if err != nil {
-				log.Fatal(err)
-			}
-			fmt.Println("\n", resp.Text())
-			conversationHistory = append(conversationHistory, resp.Message)
-		} else {
-			fmt.Println("\n", response.Text())
-		}
-
-	}
-
-}
 
 {{< /tab >}}
 
 {{< tab header="Go GenAI" lang="go" >}}
 
-package main
-
-import (
-	"context"
-	"encoding/json"
-	"fmt"
-	"log"
-	"os"
-
-	"github.com/googleapis/mcp-toolbox-sdk-go/core"
-	"google.golang.org/genai"
-)
-
-// ConvertToGenaiTool translates a ToolboxTool into the genai.FunctionDeclaration format.
-func ConvertToGenaiTool(toolboxTool *core.ToolboxTool) *genai.Tool {
-
-	inputschema, err := toolboxTool.InputSchema()
-	if err != nil {
-		return &genai.Tool{}
-	}
-
-	var paramsSchema *genai.Schema
-	_ = json.Unmarshal(inputschema, &paramsSchema)
-	// First, create the function declaration.
-	funcDeclaration := &genai.FunctionDeclaration{
-		Name:        toolboxTool.Name(),
-		Description: toolboxTool.Description(),
-		Parameters:  paramsSchema,
-	}
-
-	// Then, wrap the function declaration in a genai.Tool struct.
-	return &genai.Tool{
-		FunctionDeclarations: []*genai.FunctionDeclaration{funcDeclaration},
-	}
-}
-
-func printResponse(resp *genai.GenerateContentResponse) {
-	for _, cand := range resp.Candidates {
-		if cand.Content != nil {
-			for _, part := range cand.Content.Parts {
-				fmt.Println(part.Text)
-			}
-		}
-	}
-}
-
-const systemPrompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`
-
-var queries = []string{
-	"Find hotels in Basel with Basel in its name.",
-	"Can you book the hotel Hilton Basel for me?",
-	"Oh wait, this is too expensive. Please cancel it.",
-	"Please book the Hyatt Regency instead.",
-	"My check in dates would be from April 10, 2024 to April 19, 2024.",
-}
-
-func main() {
-	// Setup
-	ctx := context.Background()
-	apiKey := os.Getenv("GOOGLE_API_KEY")
-	toolboxURL := "http://localhost:5000"
-
-	// Initialize the Google GenAI client using the explicit ClientConfig.
-	client, err := genai.NewClient(ctx, &genai.ClientConfig{
-		APIKey: apiKey,
-	})
-	if err != nil {
-		log.Fatalf("Failed to create Google GenAI client: %v", err)
-	}
-
-	// Initialize the MCP Toolbox client.
-	toolboxClient, err := core.NewToolboxClient(toolboxURL)
-	if err != nil {
-		log.Fatalf("Failed to create Toolbox client: %v", err)
-	}
-
-	// Load the tool using the MCP Toolbox SDK.
-	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
-	if err != nil {
-		log.Fatalf("Failed to load tools: %v\nMake sure your Toolbox server is running and the tool is configured.", err)
-	}
-
-	genAITools := make([]*genai.Tool, len(tools))
-	toolsMap := make(map[string]*core.ToolboxTool, len(tools))
-
-	for i, tool := range tools {
-		genAITools[i] = ConvertToGenaiTool(tool)
-		toolsMap[tool.Name()] = tool
-	}
-
-	// Set up the generative model with the available tool.
-	modelName := "gemini-2.0-flash"
-
-	// Create the initial content prompt for the model.
-	messageHistory := []*genai.Content{
-		genai.NewContentFromText(systemPrompt, genai.RoleUser),
-	}
-	config := &genai.GenerateContentConfig{
-		Tools: genAITools,
-		ToolConfig: &genai.ToolConfig{
-			FunctionCallingConfig: &genai.FunctionCallingConfig{
-				Mode: genai.FunctionCallingConfigModeAny,
-			},
-		},
-	}
-
-	for _, query := range queries {
-
-		messageHistory = append(messageHistory, genai.NewContentFromText(query, genai.RoleUser))
-
-		genContentResp, err := client.Models.GenerateContent(ctx, modelName, messageHistory, config)
-		if err != nil {
-			log.Fatalf("LLM call failed for query '%s': %v", query, err)
-		}
-
-		if len(genContentResp.Candidates) > 0 && genContentResp.Candidates[0].Content != nil {
-			messageHistory = append(messageHistory, genContentResp.Candidates[0].Content)
-		}
-
-		functionCalls := genContentResp.FunctionCalls()
-
-		toolResponseParts := []*genai.Part{}
-
-		for _, fc := range functionCalls {
-
-			toolToInvoke, found := toolsMap[fc.Name]
-			if !found {
-				log.Fatalf("Tool '%s' not found in loaded tools map. Check toolset configuration.", fc.Name)
-			}
-
-			toolResult, invokeErr := toolToInvoke.Invoke(ctx, fc.Args)
-			if invokeErr != nil {
-				log.Fatalf("Failed to execute tool '%s': %v", fc.Name, invokeErr)
-			}
-
-			// Enhanced Tool Result Handling (retained to prevent nil issues)
-			toolResultString := ""
-			if toolResult != nil {
-				jsonBytes, marshalErr := json.Marshal(toolResult)
-				if marshalErr == nil {
-					toolResultString = string(jsonBytes)
-				} else {
-					toolResultString = fmt.Sprintf("%v", toolResult)
-				}
-			}
-
-			responseMap := map[string]any{"result": toolResultString}
-
-			toolResponseParts = append(toolResponseParts, genai.NewPartFromFunctionResponse(fc.Name, responseMap))
-		}
-		// Add all accumulated tool responses for this turn to the message history.
-		toolResponseContent := genai.NewContentFromParts(toolResponseParts, "function")
-		messageHistory = append(messageHistory, toolResponseContent)
-
-		finalResponse, err := client.Models.GenerateContent(ctx, modelName, messageHistory, &genai.GenerateContentConfig{})
-		if err != nil {
-			log.Fatalf("Error calling GenerateContent (with function result): %v", err)
-		}
-
-		printResponse(finalResponse)
-		// Add the final textual response from the LLM to the history
-		if len(finalResponse.Candidates) > 0 && finalResponse.Candidates[0].Content != nil {
-			messageHistory = append(messageHistory, finalResponse.Candidates[0].Content)
-		}
-	}
-}
+{{< include "quickstart/go/genAI/quickstart.go" >}}
 
 {{< /tab >}}
 
 {{< tab header="OpenAI Go" lang="go" >}}
 
-package main
+{{< include "quickstart/go/openAI/quickstart.go" >}}
 
-import (
-	"context"
-	"encoding/json"
-	"log"
-	"fmt
-
-	"github.com/googleapis/mcp-toolbox-sdk-go/core"
-	openai "github.com/openai/openai-go"
-)
-
-// ConvertToOpenAITool converts a ToolboxTool into the go-openai library's Tool format.
-func ConvertToOpenAITool(toolboxTool *core.ToolboxTool) openai.ChatCompletionToolParam {
-	// Get the input schema
-	jsonSchemaBytes, err := toolboxTool.InputSchema()
-	if err != nil {
-		return openai.ChatCompletionToolParam{}
-	}
-
-	// Unmarshal the JSON bytes into FunctionParameters
-	var paramsSchema openai.FunctionParameters
-	if err := json.Unmarshal(jsonSchemaBytes, &paramsSchema); err != nil {
-		return openai.ChatCompletionToolParam{}
-	}
-
-	// Create and return the final tool parameter struct.
-	return openai.ChatCompletionToolParam{
-		Function: openai.FunctionDefinitionParam{
-			Name:        toolboxTool.Name(),
-			Description: openai.String(toolboxTool.Description()),
-			Parameters:  paramsSchema,
-		},
-	}
-}
-
-const systemPrompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`
-
-var queries = []string{
-	"Find hotels in Basel with Basel in its name.",
-	"Can you book the hotel Hilton Basel for me?",
-	"Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-	"My check in dates would be from April 10, 2024 to April 19, 2024.",
-}
-
-func main() {
-	// Setup
-	ctx := context.Background()
-	toolboxURL := "http://localhost:5000"
-	openAIClient := openai.NewClient()
-
-	// Initialize the MCP Toolbox client.
-	toolboxClient, err := core.NewToolboxClient(toolboxURL)
-	if err != nil {
-		log.Fatalf("Failed to create Toolbox client: %v", err)
-	}
-
-	// Load the tools using the MCP Toolbox SDK.
-	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
-	if err != nil {
-		log.Fatalf("Failed to load tool : %v\nMake sure your Toolbox server is running and the tool is configured.", err)
-	}
-
-	openAITools := make([]openai.ChatCompletionToolParam, len(tools))
-	toolsMap := make(map[string]*core.ToolboxTool, len(tools))
-
-	for i, tool := range tools {
-		// Convert the Toolbox tool into the openAI FunctionDeclaration format.
-		openAITools[i] = ConvertToOpenAITool(tool)
-		// Add tool to a map for lookup later
-		toolsMap[tool.Name()] = tool
-
-	}
-
-	params := openai.ChatCompletionNewParams{
-		Messages: []openai.ChatCompletionMessageParamUnion{
-			openai.SystemMessage(systemPrompt),
-		},
-		Tools: openAITools,
-		Seed:  openai.Int(0),
-		Model: openai.ChatModelGPT4o,
-	}
-
-	for _, query := range queries {
-
-		params.Messages = append(params.Messages, openai.UserMessage(query))
-
-		// Make initial chat completion request
-		completion, err := openAIClient.Chat.Completions.New(ctx, params)
-		if err != nil {
-			panic(err)
-		}
-
-		toolCalls := completion.Choices[0].Message.ToolCalls
-
-		// Return early if there are no tool calls
-		if len(toolCalls) == 0 {
-			log.Println("No function call")
-		}
-
-		// If there was a function call, continue the conversation
-		params.Messages = append(params.Messages, completion.Choices[0].Message.ToParam())
-		for _, toolCall := range toolCalls {
-
-			toolName := toolCall.Function.Name
-			toolToInvoke := toolsMap[toolName]
-
-			var args map[string]any
-			err := json.Unmarshal([]byte(toolCall.Function.Arguments), &args)
-			if err != nil {
-				panic(err)
-			}
-
-			result, err := toolToInvoke.Invoke(ctx, args)
-			if err != nil {
-				log.Fatal("Could not invoke tool", err)
-			}
-
-			params.Messages = append(params.Messages, openai.ToolMessage(result.(string), toolCall.ID))
-		}
-
-		completion, err = openAIClient.Chat.Completions.New(ctx, params)
-		if err != nil {
-			panic(err)
-		}
-
-		params.Messages = append(params.Messages, openai.AssistantMessage(query))
-
-		fmt.println("\n", completion.Choices[0].Message.Content)
-
-	}
-
-}
 
 {{< /tab >}}
 {{< /tabpane >}}

docs/en/getting-started/local_quickstart_js.md

@@ -64,380 +64,26 @@ npm install @google/genai
     {{< tabpane persist=header >}}
 {{< tab header="LangChain" lang="js" >}}
 
-import { ChatGoogleGenerativeAI } from "@langchain/google-genai";
-import { ToolboxClient } from "@toolbox-sdk/core";
-import { tool } from "@langchain/core/tools";
-import { createReactAgent } from "@langchain/langgraph/prebuilt";
-import { MemorySaver } from "@langchain/langgraph";
-
-// Replace it with your API key
-process.env.GOOGLE_API_KEY = 'your-api-key';
-
-const prompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`;
-
-const queries = [
-  "Find hotels in Basel with Basel in its name.",
-  "Can you book the Hilton Basel for me?",
-  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-  "My check in dates would be from April 10, 2024 to April 19, 2024.",
-];
-
-async function main() {
-  const model = new ChatGoogleGenerativeAI({
-    model: "gemini-2.0-flash",
-  });
-
-  const client = new ToolboxClient("http://127.0.0.1:5000");
-  const toolboxTools = await client.loadToolset("my-toolset");
-
-  // Define the basics of the tool: name, description, schema and core logic
-  const getTool = (toolboxTool) => tool(toolboxTool, {
-    name: toolboxTool.getName(),
-    description: toolboxTool.getDescription(),
-    schema: toolboxTool.getParamSchema()
-  });
-  const tools = toolboxTools.map(getTool);
-
-  const agent = createReactAgent({
-    llm: model,
-    tools: tools,
-    checkpointer: new MemorySaver(),
-    systemPrompt: prompt,
-  });
-
-  const langGraphConfig = {
-    configurable: {
-        thread_id: "test-thread",
-    },
-  };
-
-  for (const query of queries) {
-    const agentOutput = await agent.invoke(
-    {
-        messages: [
-        {
-            role: "user",
-            content: query,
-        },
-        ],
-        verbose: true,
-    },
-    langGraphConfig
-    );
-    const response = agentOutput.messages[agentOutput.messages.length - 1].content;
-    console.log(response);
-  }
-}
-
-main();
+{{< include "quickstart/js/langchain/quickstart.js" >}}
 
 {{< /tab >}}
 
 {{< tab header="GenkitJS" lang="js" >}}
 
-import { ToolboxClient } from "@toolbox-sdk/core";
-import { genkit } from "genkit";
-import { googleAI } from '@genkit-ai/googleai';
+{{< include "quickstart/js/genkit/quickstart.js" >}}
 
-// Replace it with your API key
-process.env.GOOGLE_API_KEY = 'your-api-key';
-
-const systemPrompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`;
-
-const queries = [
-  "Find hotels in Basel with Basel in its name.",
-  "Can you book the Hilton Basel for me?",
-  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-  "My check in dates would be from April 10, 2024 to April 19, 2024.",
-];
-
-async function main() {
-  const toolboxClient = new ToolboxClient("http://127.0.0.1:5000");
-
-  const ai = genkit({
-    plugins: [
-      googleAI({
-        apiKey: process.env.GEMINI_API_KEY || process.env.GOOGLE_API_KEY
-      })
-    ],
-    model: googleAI.model('gemini-2.0-flash'),
-  });
-
-  const toolboxTools = await toolboxClient.loadToolset("my-toolset");
-  const toolMap = Object.fromEntries(
-    toolboxTools.map((tool) => {
-      const definedTool = ai.defineTool(
-        {
-          name: tool.getName(),
-          description: tool.getDescription(),
-          inputSchema: tool.getParamSchema(),
-        },
-        tool
-      );
-      return [tool.getName(), definedTool];
-    })
-  );
-  const tools = Object.values(toolMap);
-
-  let conversationHistory = [{ role: "system", content: [{ text: systemPrompt }] }];
-
-  for (const query of queries) {
-    conversationHistory.push({ role: "user", content: [{ text: query }] });
-    const response = await ai.generate({
-      messages: conversationHistory,
-      tools: tools,
-    });
-    conversationHistory.push(response.message);
-
-    const toolRequests = response.toolRequests;
-    if (toolRequests?.length > 0) {
-      // Execute tools concurrently and collect their responses.
-      const toolResponses = await Promise.all(
-        toolRequests.map(async (call) => {
-          try {
-            const toolOutput = await toolMap[call.name].invoke(call.input);
-            return { role: "tool", content: [{ toolResponse: { name: call.name, output: toolOutput } }] };
-          } catch (e) {
-            console.error(`Error executing tool ${call.name}:`, e);
-            return { role: "tool", content: [{ toolResponse: { name: call.name, output: { error: e.message } } }] };
-          }
-        })
-      );
-
-      conversationHistory.push(...toolResponses);
-
-      // Call the AI again with the tool results.
-      response = await ai.generate({ messages: conversationHistory, tools });
-      conversationHistory.push(response.message);
-    }
-
-    console.log(response.text);
-  }
-}
-
-main();
 {{< /tab >}}
 
 {{< tab header="LlamaIndex" lang="js" >}}
 
-import { gemini, GEMINI_MODEL } from "@llamaindex/google";
-import { agent } from "@llamaindex/workflow";
-import { createMemory, staticBlock, tool } from "llamaindex";
-import { ToolboxClient } from "@toolbox-sdk/core";
-
-const TOOLBOX_URL = "http://127.0.0.1:5000"; // Update if needed
-process.env.GOOGLE_API_KEY = 'your-api-key'; // Replace it with your API key
-
-const prompt = `
-
-You're a helpful hotel assistant. You handle hotel searching, booking and cancellations.
-When the user searches for a hotel, mention its name, id, location and price tier.
-Always mention hotel ids while performing any searches — this is very important for operations.
-For any bookings or cancellations, please provide the appropriate confirmation.
-Update check-in or check-out dates if mentioned by the user.
-Don't ask for confirmations from the user.
-
-`;
-
-const queries = [
-  "Find hotels in Basel with Basel in its name.",
-  "Can you book the Hilton Basel for me?",
-  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-  "My check in dates would be from April 10, 2024 to April 19, 2024.",
-];
-
-async function main() {
-  // Connect to MCP Toolbox
-  const client = new ToolboxClient(TOOLBOX_URL);
-  const toolboxTools = await client.loadToolset("my-toolset");
-  const tools = toolboxTools.map((toolboxTool) => {
-    return tool({
-      name: toolboxTool.getName(),
-      description: toolboxTool.getDescription(),
-      parameters: toolboxTool.getParamSchema(),
-      execute: toolboxTool,
-    });
-  });
-
-  // Initialize LLM
-  const llm = gemini({
-    model: GEMINI_MODEL.GEMINI_2_0_FLASH,
-    apiKey: process.env.GOOGLE_API_KEY,
-  });
-
-  const memory = createMemory({
-    memoryBlocks: [
-      staticBlock({
-        content: prompt,
-      }),
-    ],
-  });
-
-  // Create the Agent
-  const myAgent = agent({
-    tools: tools,
-    llm,
-    memory,
-    systemPrompt: prompt,
-  });
-
-  for (const query of queries) {
-    const result = await myAgent.run(query);
-    const output = result.data.result;
-
-    console.log(`\nUser: ${query}`);
-    if (typeof output === "string") {
-      console.log(output.trim());
-    } else if (typeof output === "object" && "text" in output) {
-      console.log(output.text.trim());
-    } else {
-      console.log(JSON.stringify(output));
-    }
-  }
-  //You may observe some extra logs during execution due to the run method provided by Llama.
-  console.log("Agent run finished.");
-}
-
-main();
+{{< include "quickstart/js/llamaindex/quickstart.js" >}}
 
 {{< /tab >}}
 
 {{< tab header="GoogleGenAI" lang="js" >}}
-import { GoogleGenAI } from "@google/genai";
-import { ToolboxClient } from "@toolbox-sdk/core";
 
+{{< include "quickstart/js/genAI/quickstart.js" >}}
 
-const TOOLBOX_URL = "http://127.0.0.1:5000"; // Update if needed
-const GOOGLE_API_KEY = 'enter your api here'; // Replace it with your API key
-
-const prompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, you MUST use the available tools to find information. Mention its name, id,
-location and price tier. Always mention hotel id while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`;
-
-const queries = [
-  "Find hotels in Basel with Basel in its name.",
-  "Can you book the Hilton Basel for me?",
-  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-  "My check in dates would be from April 10, 2024 to April 19, 2024.",
-];
-
-function mapZodTypeToOpenAPIType(zodTypeName) {
-
-    console.log(zodTypeName)
-    const typeMap = {
-        'ZodString': 'string',
-        'ZodNumber': 'number',
-        'ZodBoolean': 'boolean',
-        'ZodArray': 'array',
-        'ZodObject': 'object',
-    };
-    return typeMap[zodTypeName] || 'string';
-}
-
-async function main() {
-   
-    const toolboxClient = new ToolboxClient(TOOLBOX_URL); 
-    const toolboxTools = await toolboxClient.loadToolset("my-toolset");
-    
-    const geminiTools = [{
-        functionDeclarations: toolboxTools.map(tool => {
-            
-            const schema = tool.getParamSchema();
-            const properties = {};
-            const required = [];
-
-         
-            for (const [key, param] of Object.entries(schema.shape)) {
-                properties[key] = {
-                        type: mapZodTypeToOpenAPIType(param.constructor.name),
-                        description: param.description || '',
-                    };
-                required.push(key)
-                }
-            
-            return {
-                name: tool.getName(),
-                description: tool.getDescription(),
-                parameters: { type: 'object', properties, required },
-            };
-        })
-    }];
-
-
-    const genAI = new GoogleGenAI({ apiKey: GOOGLE_API_KEY });
-    
-    const chat = genAI.chats.create({
-        model: "gemini-2.5-flash",
-        config: {
-            systemInstruction: prompt,
-            tools: geminiTools,
-        }
-    });
-
-    for (const query of queries) {
-        
-        let currentResult = await chat.sendMessage({ message: query });
-        
-        let finalResponseGiven = false
-        while (!finalResponseGiven) {
-            
-            const response = currentResult;
-            const functionCalls = response.functionCalls || [];
-
-            if (functionCalls.length === 0) {
-                console.log(response.text)
-                finalResponseGiven = true;
-            } else {
-                const toolResponses = [];
-                for (const call of functionCalls) {
-                    const toolName = call.name
-                    const toolToExecute = toolboxTools.find(t => t.getName() === toolName);
-                    
-                    if (toolToExecute) {
-                        try {
-                            const functionResult = await toolToExecute(call.args);
-                            toolResponses.push({
-                                functionResponse: { name: call.name, response: { result: functionResult } }
-                            });
-                        } catch (e) {
-                            console.error(`Error executing tool '${toolName}':`, e);
-                            toolResponses.push({
-                                functionResponse: { name: call.name, response: { error: e.message } }
-                            });
-                        }
-                    }
-                }
-                
-                currentResult = await chat.sendMessage({ message: toolResponses });
-            }
-        }
-        
-    }
-}
-
-main();
 {{< /tab >}}
 
 {{< /tabpane >}}

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/v0.13.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -0,0 +1,37 @@
+module genai-quickstart
+
+go 1.24.6
+
+require (
+	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
+	google.golang.org/genai v1.24.0
+)
+
+require (
+	cloud.google.com/go v0.121.1 // indirect
+	cloud.google.com/go/auth v0.16.2 // indirect
+	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
+	cloud.google.com/go/compute/metadata v0.7.0 // indirect
+	github.com/felixge/httpsnoop v1.0.4 // indirect
+	github.com/go-logr/logr v1.4.3 // indirect
+	github.com/go-logr/stdr v1.2.2 // indirect
+	github.com/google/go-cmp v0.7.0 // indirect
+	github.com/google/s2a-go v0.1.9 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
+	github.com/googleapis/gax-go/v2 v2.14.2 // indirect
+	github.com/gorilla/websocket v1.5.3 // indirect
+	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
+	go.opentelemetry.io/otel v1.36.0 // indirect
+	go.opentelemetry.io/otel/metric v1.36.0 // indirect
+	go.opentelemetry.io/otel/trace v1.36.0 // indirect
+	golang.org/x/crypto v0.39.0 // indirect
+	golang.org/x/net v0.41.0 // indirect
+	golang.org/x/oauth2 v0.30.0 // indirect
+	golang.org/x/sys v0.33.0 // indirect
+	golang.org/x/text v0.26.0 // indirect
+	google.golang.org/api v0.242.0 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822 // indirect
+	google.golang.org/grpc v1.73.0 // indirect
+	google.golang.org/protobuf v1.36.6 // indirect
+)

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

@@ -0,0 +1,174 @@
+package main
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"log"
+	"os"
+
+	"github.com/googleapis/mcp-toolbox-sdk-go/core"
+	"google.golang.org/genai"
+)
+
+// ConvertToGenaiTool translates a ToolboxTool into the genai.FunctionDeclaration format.
+func ConvertToGenaiTool(toolboxTool *core.ToolboxTool) *genai.Tool {
+
+	inputschema, err := toolboxTool.InputSchema()
+	if err != nil {
+		return &genai.Tool{}
+	}
+
+	var paramsSchema *genai.Schema
+	_ = json.Unmarshal(inputschema, &paramsSchema)
+	// First, create the function declaration.
+	funcDeclaration := &genai.FunctionDeclaration{
+		Name:        toolboxTool.Name(),
+		Description: toolboxTool.Description(),
+		Parameters:  paramsSchema,
+	}
+
+	// Then, wrap the function declaration in a genai.Tool struct.
+	return &genai.Tool{
+		FunctionDeclarations: []*genai.FunctionDeclaration{funcDeclaration},
+	}
+}
+
+func printResponse(resp *genai.GenerateContentResponse) {
+	for _, cand := range resp.Candidates {
+		if cand.Content != nil {
+			for _, part := range cand.Content.Parts {
+				fmt.Println(part.Text)
+			}
+		}
+	}
+}
+
+const systemPrompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`
+
+var queries = []string{
+	"Find hotels in Basel with Basel in its name.",
+	"Can you book the hotel Hilton Basel for me?",
+	"Oh wait, this is too expensive. Please cancel it.",
+	"Please book the Hyatt Regency instead.",
+	"My check in dates would be from April 10, 2024 to April 19, 2024.",
+}
+
+func main() {
+	// Setup
+	ctx := context.Background()
+	apiKey := os.Getenv("GOOGLE_API_KEY")
+	toolboxURL := "http://localhost:5000"
+
+	// Initialize the Google GenAI client using the explicit ClientConfig.
+	client, err := genai.NewClient(ctx, &genai.ClientConfig{
+		APIKey: apiKey,
+	})
+	if err != nil {
+		log.Fatalf("Failed to create Google GenAI client: %v", err)
+	}
+
+	// Initialize the MCP Toolbox client.
+	toolboxClient, err := core.NewToolboxClient(toolboxURL)
+	if err != nil {
+		log.Fatalf("Failed to create Toolbox client: %v", err)
+	}
+
+	// Load the tool using the MCP Toolbox SDK.
+	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
+	if err != nil {
+		log.Fatalf("Failed to load tools: %v\nMake sure your Toolbox server is running and the tool is configured.", err)
+	}
+
+	genAITools := make([]*genai.Tool, len(tools))
+	toolsMap := make(map[string]*core.ToolboxTool, len(tools))
+
+	for i, tool := range tools {
+		genAITools[i] = ConvertToGenaiTool(tool)
+		toolsMap[tool.Name()] = tool
+	}
+
+	// Set up the generative model with the available tool.
+	modelName := "gemini-2.0-flash"
+
+	// Create the initial content prompt for the model.
+	messageHistory := []*genai.Content{
+		genai.NewContentFromText(systemPrompt, genai.RoleUser),
+	}
+	config := &genai.GenerateContentConfig{
+		Tools: genAITools,
+		ToolConfig: &genai.ToolConfig{
+			FunctionCallingConfig: &genai.FunctionCallingConfig{
+				Mode: genai.FunctionCallingConfigModeAny,
+			},
+		},
+	}
+
+	for _, query := range queries {
+
+		messageHistory = append(messageHistory, genai.NewContentFromText(query, genai.RoleUser))
+
+		genContentResp, err := client.Models.GenerateContent(ctx, modelName, messageHistory, config)
+		if err != nil {
+			log.Fatalf("LLM call failed for query '%s': %v", query, err)
+		}
+
+		if len(genContentResp.Candidates) > 0 && genContentResp.Candidates[0].Content != nil {
+			messageHistory = append(messageHistory, genContentResp.Candidates[0].Content)
+		}
+
+		functionCalls := genContentResp.FunctionCalls()
+
+		toolResponseParts := []*genai.Part{}
+
+		for _, fc := range functionCalls {
+
+			toolToInvoke, found := toolsMap[fc.Name]
+			if !found {
+				log.Fatalf("Tool '%s' not found in loaded tools map. Check toolset configuration.", fc.Name)
+			}
+
+			toolResult, invokeErr := toolToInvoke.Invoke(ctx, fc.Args)
+			if invokeErr != nil {
+				log.Fatalf("Failed to execute tool '%s': %v", fc.Name, invokeErr)
+			}
+
+			// Enhanced Tool Result Handling (retained to prevent nil issues)
+			toolResultString := ""
+			if toolResult != nil {
+				jsonBytes, marshalErr := json.Marshal(toolResult)
+				if marshalErr == nil {
+					toolResultString = string(jsonBytes)
+				} else {
+					toolResultString = fmt.Sprintf("%v", toolResult)
+				}
+			}
+
+			responseMap := map[string]any{"result": toolResultString}
+
+			toolResponseParts = append(toolResponseParts, genai.NewPartFromFunctionResponse(fc.Name, responseMap))
+		}
+		// Add all accumulated tool responses for this turn to the message history.
+		toolResponseContent := genai.NewContentFromParts(toolResponseParts, "function")
+		messageHistory = append(messageHistory, toolResponseContent)
+
+		finalResponse, err := client.Models.GenerateContent(ctx, modelName, messageHistory, &genai.GenerateContentConfig{})
+		if err != nil {
+			log.Fatalf("Error calling GenerateContent (with function result): %v", err)
+		}
+
+		printResponse(finalResponse)
+		// Add the final textual response from the LLM to the history
+		if len(finalResponse.Candidates) > 0 && finalResponse.Candidates[0].Content != nil {
+			messageHistory = append(messageHistory, finalResponse.Candidates[0].Content)
+		}
+	}
+}

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

@@ -0,0 +1,52 @@
+module genkit-quickstart
+
+go 1.24.6
+
+require (
+	github.com/firebase/genkit/go v0.6.2
+	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
+)
+
+require (
+	cloud.google.com/go v0.121.1 // indirect
+	cloud.google.com/go/auth v0.16.2 // indirect
+	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
+	cloud.google.com/go/compute/metadata v0.7.0 // indirect
+	github.com/bahlo/generic-list-go v0.2.0 // indirect
+	github.com/buger/jsonparser v1.1.1 // indirect
+	github.com/felixge/httpsnoop v1.0.4 // indirect
+	github.com/go-logr/logr v1.4.3 // indirect
+	github.com/go-logr/stdr v1.2.2 // indirect
+	github.com/goccy/go-yaml v1.17.1 // indirect
+	github.com/google/dotprompt/go v0.0.0-20250611200215-bb73406b05ca // indirect
+	github.com/google/go-cmp v0.7.0 // indirect
+	github.com/google/s2a-go v0.1.9 // indirect
+	github.com/google/uuid v1.6.0 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
+	github.com/googleapis/gax-go/v2 v2.14.2 // indirect
+	github.com/gorilla/websocket v1.5.3 // indirect
+	github.com/invopop/jsonschema v0.13.0 // indirect
+	github.com/mailru/easyjson v0.9.0 // indirect
+	github.com/mbleigh/raymond v0.0.0-20250414171441-6b3a58ab9e0a // indirect
+	github.com/wk8/go-ordered-map/v2 v2.1.8 // indirect
+	github.com/xeipuuv/gojsonpointer v0.0.0-20190905194746-02993c407bfb // indirect
+	github.com/xeipuuv/gojsonreference v0.0.0-20180127040603-bd5ef7bd5415 // indirect
+	github.com/xeipuuv/gojsonschema v1.2.0 // indirect
+	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
+	go.opentelemetry.io/otel v1.36.0 // indirect
+	go.opentelemetry.io/otel/metric v1.36.0 // indirect
+	go.opentelemetry.io/otel/sdk v1.36.0 // indirect
+	go.opentelemetry.io/otel/trace v1.36.0 // indirect
+	golang.org/x/crypto v0.39.0 // indirect
+	golang.org/x/net v0.41.0 // indirect
+	golang.org/x/oauth2 v0.30.0 // indirect
+	golang.org/x/sys v0.33.0 // indirect
+	golang.org/x/text v0.26.0 // indirect
+	google.golang.org/api v0.242.0 // indirect
+	google.golang.org/genai v1.11.1 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822 // indirect
+	google.golang.org/grpc v1.73.0 // indirect
+	google.golang.org/protobuf v1.36.6 // indirect
+	gopkg.in/yaml.v3 v3.0.1 // indirect
+)

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

@@ -0,0 +1,129 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+
+	"github.com/googleapis/mcp-toolbox-sdk-go/core"
+	"github.com/googleapis/mcp-toolbox-sdk-go/tbgenkit"
+
+	"github.com/firebase/genkit/go/ai"
+	"github.com/firebase/genkit/go/genkit"
+	"github.com/firebase/genkit/go/plugins/googlegenai"
+)
+
+const systemPrompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`
+
+var queries = []string{
+	"Find hotels in Basel with Basel in its name.",
+	"Can you book the hotel Hilton Basel for me?",
+	"Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+	"My check in dates would be from April 10, 2024 to April 19, 2024.",
+}
+
+func main() {
+	ctx := context.Background()
+
+	// Create Toolbox Client
+	toolboxClient, err := core.NewToolboxClient("http://127.0.0.1:5000")
+	if err != nil {
+		log.Fatalf("Failed to create Toolbox client: %v", err)
+	}
+
+	// Load the tools using the MCP Toolbox SDK.
+	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
+	if err != nil {
+		log.Fatalf("Failed to load tools: %v\nMake sure your Toolbox server is running and the tool is configured.", err)
+	}
+
+	// Initialize Genkit
+	g, err := genkit.Init(ctx,
+		genkit.WithPlugins(&googlegenai.GoogleAI{}),
+		genkit.WithDefaultModel("googleai/gemini-1.5-flash"),
+	)
+	if err != nil {
+		log.Fatalf("Failed to init genkit: %v\n", err)
+	}
+
+	// Create a conversation history
+	conversationHistory := []*ai.Message{
+		ai.NewSystemTextMessage(systemPrompt),
+	}
+
+	// Convert your tool to a Genkit tool.
+	genkitTools := make([]ai.Tool, len(tools))
+	for i, tool := range tools {
+		newTool, err := tbgenkit.ToGenkitTool(tool, g)
+		if err != nil {
+			log.Fatalf("Failed to convert tool: %v\n", err)
+		}
+		genkitTools[i] = newTool
+	}
+
+	toolRefs := make([]ai.ToolRef, len(genkitTools))
+
+	for i, tool := range genkitTools {
+		toolRefs[i] = tool
+	}
+
+	for _, query := range queries {
+		conversationHistory = append(conversationHistory, ai.NewUserTextMessage(query))
+		response, err := genkit.Generate(ctx, g,
+			ai.WithMessages(conversationHistory...),
+			ai.WithTools(toolRefs...),
+			ai.WithReturnToolRequests(true),
+		)
+
+		if err != nil {
+			log.Fatalf("%v\n", err)
+		}
+		conversationHistory = append(conversationHistory, response.Message)
+
+		parts := []*ai.Part{}
+
+		for _, req := range response.ToolRequests() {
+			tool := genkit.LookupTool(g, req.Name)
+			if tool == nil {
+				log.Fatalf("tool %q not found", req.Name)
+			}
+
+			output, err := tool.RunRaw(ctx, req.Input)
+			if err != nil {
+				log.Fatalf("tool %q execution failed: %v", tool.Name(), err)
+			}
+
+			parts = append(parts,
+				ai.NewToolResponsePart(&ai.ToolResponse{
+					Name:   req.Name,
+					Ref:    req.Ref,
+					Output: output,
+				}))
+
+		}
+
+		if len(parts) > 0 {
+			resp, err := genkit.Generate(ctx, g,
+				ai.WithMessages(append(response.History(), ai.NewMessage(ai.RoleTool, nil, parts...))...),
+				ai.WithTools(toolRefs...),
+			)
+			if err != nil {
+				log.Fatal(err)
+			}
+			fmt.Println("\n", resp.Text())
+			conversationHistory = append(conversationHistory, resp.Message)
+		} else {
+			fmt.Println("\n", response.Text())
+		}
+
+	}
+
+}

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

@@ -0,0 +1,49 @@
+module langchan-quickstart
+
+go 1.24.6
+
+require (
+	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
+	github.com/tmc/langchaingo v0.1.13
+)
+
+require (
+	cloud.google.com/go v0.121.1 // indirect
+	cloud.google.com/go/ai v0.7.0 // indirect
+	cloud.google.com/go/aiplatform v1.85.0 // indirect
+	cloud.google.com/go/auth v0.16.2 // indirect
+	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
+	cloud.google.com/go/compute/metadata v0.7.0 // indirect
+	cloud.google.com/go/iam v1.5.2 // indirect
+	cloud.google.com/go/longrunning v0.6.7 // indirect
+	cloud.google.com/go/vertexai v0.12.0 // indirect
+	github.com/dlclark/regexp2 v1.10.0 // indirect
+	github.com/felixge/httpsnoop v1.0.4 // indirect
+	github.com/go-logr/logr v1.4.3 // indirect
+	github.com/go-logr/stdr v1.2.2 // indirect
+	github.com/google/generative-ai-go v0.15.1 // indirect
+	github.com/google/s2a-go v0.1.9 // indirect
+	github.com/google/uuid v1.6.0 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
+	github.com/googleapis/gax-go/v2 v2.14.2 // indirect
+	github.com/pkoukk/tiktoken-go v0.1.6 // indirect
+	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
+	go.opentelemetry.io/otel v1.36.0 // indirect
+	go.opentelemetry.io/otel/metric v1.36.0 // indirect
+	go.opentelemetry.io/otel/trace v1.36.0 // indirect
+	golang.org/x/crypto v0.39.0 // indirect
+	golang.org/x/net v0.41.0 // indirect
+	golang.org/x/oauth2 v0.30.0 // indirect
+	golang.org/x/sync v0.15.0 // indirect
+	golang.org/x/sys v0.33.0 // indirect
+	golang.org/x/text v0.26.0 // indirect
+	golang.org/x/time v0.12.0 // indirect
+	google.golang.org/api v0.242.0 // indirect
+	google.golang.org/genproto v0.0.0-20250505200425-f936aa4a68b2 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20250603155806-513f23925822 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822 // indirect
+	google.golang.org/grpc v1.73.0 // indirect
+	google.golang.org/protobuf v1.36.6 // indirect
+)

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

@@ -0,0 +1,149 @@
+package main
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"log"
+	"os"
+
+	"github.com/googleapis/mcp-toolbox-sdk-go/core"
+	"github.com/tmc/langchaingo/llms"
+	"github.com/tmc/langchaingo/llms/googleai"
+)
+
+// ConvertToLangchainTool converts a generic core.ToolboxTool into a LangChainGo llms.Tool.
+func ConvertToLangchainTool(toolboxTool *core.ToolboxTool) llms.Tool {
+
+	// Fetch the tool's input schema
+	inputschema, err := toolboxTool.InputSchema()
+	if err != nil {
+		return llms.Tool{}
+	}
+
+	var paramsSchema map[string]any
+	_ = json.Unmarshal(inputschema, &paramsSchema)
+
+	// Convert into LangChain's llms.Tool
+	return llms.Tool{
+		Type: "function",
+		Function: &llms.FunctionDefinition{
+			Name:        toolboxTool.Name(),
+			Description: toolboxTool.Description(),
+			Parameters:  paramsSchema,
+		},
+	}
+}
+
+const systemPrompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`
+
+var queries = []string{
+	"Find hotels in Basel with Basel in its name.",
+	"Can you book the hotel Hilton Basel for me?",
+	"Oh wait, this is too expensive. Please cancel it.",
+	"Please book the Hyatt Regency instead.",
+	"My check in dates would be from April 10, 2024 to April 19, 2024.",
+}
+
+func main() {
+	genaiKey := os.Getenv("GOOGLE_API_KEY")
+	toolboxURL := "http://localhost:5000"
+	ctx := context.Background()
+
+	// Initialize the Google AI client (LLM).
+	llm, err := googleai.New(ctx, googleai.WithAPIKey(genaiKey), googleai.WithDefaultModel("gemini-1.5-flash"))
+	if err != nil {
+		log.Fatalf("Failed to create Google AI client: %v", err)
+	}
+
+	// Initialize the MCP Toolbox client.
+	toolboxClient, err := core.NewToolboxClient(toolboxURL)
+	if err != nil {
+		log.Fatalf("Failed to create Toolbox client: %v", err)
+	}
+
+	// Load the tool using the MCP Toolbox SDK.
+	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
+	if err != nil {
+		log.Fatalf("Failed to load tools: %v\nMake sure your Toolbox server is running and the tool is configured.", err)
+	}
+
+	toolsMap := make(map[string]*core.ToolboxTool, len(tools))
+
+	langchainTools := make([]llms.Tool, len(tools))
+	// Convert the loaded ToolboxTools into the format LangChainGo requires.
+	for i, tool := range tools {
+		langchainTools[i] = ConvertToLangchainTool(tool)
+		toolsMap[tool.Name()] = tool
+	}
+
+	// Start the conversation history.
+	messageHistory := []llms.MessageContent{
+		llms.TextParts(llms.ChatMessageTypeSystem, systemPrompt),
+	}
+
+	for _, query := range queries {
+		messageHistory = append(messageHistory, llms.TextParts(llms.ChatMessageTypeHuman, query))
+
+		// Make the first call to the LLM, making it aware of the tool.
+		resp, err := llm.GenerateContent(ctx, messageHistory, llms.WithTools(langchainTools))
+		if err != nil {
+			log.Fatalf("LLM call failed: %v", err)
+		}
+		respChoice := resp.Choices[0]
+
+		assistantResponse := llms.TextParts(llms.ChatMessageTypeAI, respChoice.Content)
+		for _, tc := range respChoice.ToolCalls {
+			assistantResponse.Parts = append(assistantResponse.Parts, tc)
+		}
+		messageHistory = append(messageHistory, assistantResponse)
+
+		// Process each tool call requested by the model.
+		for _, tc := range respChoice.ToolCalls {
+			toolName := tc.FunctionCall.Name
+			tool := toolsMap[toolName]
+			var args map[string]any
+			if err := json.Unmarshal([]byte(tc.FunctionCall.Arguments), &args); err != nil {
+				log.Fatalf("Failed to unmarshal arguments for tool '%s': %v", toolName, err)
+			}
+			toolResult, err := tool.Invoke(ctx, args)
+			if err != nil {
+				log.Fatalf("Failed to execute tool '%s': %v", toolName, err)
+			}
+			if toolResult == "" || toolResult == nil {
+				toolResult = "Operation completed successfully with no specific return value."
+			}
+
+			// Create the tool call response message and add it to the history.
+			toolResponse := llms.MessageContent{
+				Role: llms.ChatMessageTypeTool,
+				Parts: []llms.ContentPart{
+					llms.ToolCallResponse{
+						Name:    toolName,
+						Content: fmt.Sprintf("%v", toolResult),
+					},
+				},
+			}
+			messageHistory = append(messageHistory, toolResponse)
+		}
+		finalResp, err := llm.GenerateContent(ctx, messageHistory)
+		if err != nil {
+			log.Fatalf("Final LLM call failed after tool execution: %v", err)
+		}
+
+		// Add the final textual response from the LLM to the history
+		messageHistory = append(messageHistory, llms.TextParts(llms.ChatMessageTypeAI, finalResp.Choices[0].Content))
+
+		fmt.Println(finalResp.Choices[0].Content)
+
+	}
+
+}

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

@@ -0,0 +1,38 @@
+module openai-quickstart
+
+go 1.24.6
+
+require (
+	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
+	github.com/openai/openai-go v1.12.0
+)
+
+require (
+	cloud.google.com/go/auth v0.16.2 // indirect
+	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
+	cloud.google.com/go/compute/metadata v0.7.0 // indirect
+	github.com/felixge/httpsnoop v1.0.4 // indirect
+	github.com/go-logr/logr v1.4.3 // indirect
+	github.com/go-logr/stdr v1.2.2 // indirect
+	github.com/google/s2a-go v0.1.9 // indirect
+	github.com/googleapis/enterprise-certificate-proxy v0.3.6 // indirect
+	github.com/googleapis/gax-go/v2 v2.14.2 // indirect
+	github.com/tidwall/gjson v1.14.4 // indirect
+	github.com/tidwall/match v1.1.1 // indirect
+	github.com/tidwall/pretty v1.2.1 // indirect
+	github.com/tidwall/sjson v1.2.5 // indirect
+	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
+	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
+	go.opentelemetry.io/otel v1.36.0 // indirect
+	go.opentelemetry.io/otel/metric v1.36.0 // indirect
+	go.opentelemetry.io/otel/trace v1.36.0 // indirect
+	golang.org/x/crypto v0.39.0 // indirect
+	golang.org/x/net v0.41.0 // indirect
+	golang.org/x/oauth2 v0.30.0 // indirect
+	golang.org/x/sys v0.33.0 // indirect
+	golang.org/x/text v0.26.0 // indirect
+	google.golang.org/api v0.242.0 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822 // indirect
+	google.golang.org/grpc v1.73.0 // indirect
+	google.golang.org/protobuf v1.36.6 // indirect
+)

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

@@ -0,0 +1,141 @@
+package main
+
+import (
+	"context"
+	"encoding/json"
+	"fmt"
+	"log"
+
+	"github.com/googleapis/mcp-toolbox-sdk-go/core"
+	openai "github.com/openai/openai-go"
+)
+
+// ConvertToOpenAITool converts a ToolboxTool into the go-openai library's Tool format.
+func ConvertToOpenAITool(toolboxTool *core.ToolboxTool) openai.ChatCompletionToolParam {
+	// Get the input schema
+	jsonSchemaBytes, err := toolboxTool.InputSchema()
+	if err != nil {
+		return openai.ChatCompletionToolParam{}
+	}
+
+	// Unmarshal the JSON bytes into FunctionParameters
+	var paramsSchema openai.FunctionParameters
+	if err := json.Unmarshal(jsonSchemaBytes, &paramsSchema); err != nil {
+		return openai.ChatCompletionToolParam{}
+	}
+
+	// Create and return the final tool parameter struct.
+	return openai.ChatCompletionToolParam{
+		Function: openai.FunctionDefinitionParam{
+			Name:        toolboxTool.Name(),
+			Description: openai.String(toolboxTool.Description()),
+			Parameters:  paramsSchema,
+		},
+	}
+}
+
+const systemPrompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`
+
+var queries = []string{
+	"Find hotels in Basel with Basel in its name.",
+	"Can you book the hotel Hilton Basel for me?",
+	"Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+	"My check in dates would be from April 10, 2024 to April 19, 2024.",
+}
+
+func main() {
+	// Setup
+	ctx := context.Background()
+	toolboxURL := "http://localhost:5000"
+	openAIClient := openai.NewClient()
+
+	// Initialize the MCP Toolbox client.
+	toolboxClient, err := core.NewToolboxClient(toolboxURL)
+	if err != nil {
+		log.Fatalf("Failed to create Toolbox client: %v", err)
+	}
+
+	// Load the tools using the MCP Toolbox SDK.
+	tools, err := toolboxClient.LoadToolset("my-toolset", ctx)
+	if err != nil {
+		log.Fatalf("Failed to load tool : %v\nMake sure your Toolbox server is running and the tool is configured.", err)
+	}
+
+	openAITools := make([]openai.ChatCompletionToolParam, len(tools))
+	toolsMap := make(map[string]*core.ToolboxTool, len(tools))
+
+	for i, tool := range tools {
+		// Convert the Toolbox tool into the openAI FunctionDeclaration format.
+		openAITools[i] = ConvertToOpenAITool(tool)
+		// Add tool to a map for lookup later
+		toolsMap[tool.Name()] = tool
+
+	}
+
+	params := openai.ChatCompletionNewParams{
+		Messages: []openai.ChatCompletionMessageParamUnion{
+			openai.SystemMessage(systemPrompt),
+		},
+		Tools: openAITools,
+		Seed:  openai.Int(0),
+		Model: openai.ChatModelGPT4o,
+	}
+
+	for _, query := range queries {
+
+		params.Messages = append(params.Messages, openai.UserMessage(query))
+
+		// Make initial chat completion request
+		completion, err := openAIClient.Chat.Completions.New(ctx, params)
+		if err != nil {
+			panic(err)
+		}
+
+		toolCalls := completion.Choices[0].Message.ToolCalls
+
+		// Return early if there are no tool calls
+		if len(toolCalls) == 0 {
+			log.Println("No function call")
+		}
+
+		// If there was a function call, continue the conversation
+		params.Messages = append(params.Messages, completion.Choices[0].Message.ToParam())
+		for _, toolCall := range toolCalls {
+
+			toolName := toolCall.Function.Name
+			toolToInvoke := toolsMap[toolName]
+
+			var args map[string]any
+			err := json.Unmarshal([]byte(toolCall.Function.Arguments), &args)
+			if err != nil {
+				panic(err)
+			}
+
+			result, err := toolToInvoke.Invoke(ctx, args)
+			if err != nil {
+				log.Fatal("Could not invoke tool", err)
+			}
+
+			params.Messages = append(params.Messages, openai.ToolMessage(result.(string), toolCall.ID))
+		}
+
+		completion, err = openAIClient.Chat.Completions.New(ctx, params)
+		if err != nil {
+			panic(err)
+		}
+
+		params.Messages = append(params.Messages, openai.AssistantMessage(query))
+
+		fmt.Println("\n", completion.Choices[0].Message.Content)
+
+	}
+
+}

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

@@ -0,0 +1,119 @@
+import { GoogleGenAI } from "@google/genai";
+import { ToolboxClient } from "@toolbox-sdk/core";
+
+
+const TOOLBOX_URL = "http://127.0.0.1:5000"; // Update if needed
+const GOOGLE_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key
+
+const prompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, you MUST use the available tools to find information. Mention its name, id,
+location and price tier. Always mention hotel id while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`;
+
+const queries = [
+  "Find hotels in Basel with Basel in its name.",
+  "Can you book the Hilton Basel for me?",
+  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+  "My check in dates would be from April 10, 2024 to April 19, 2024.",
+];
+
+function mapZodTypeToOpenAPIType(zodTypeName) {
+
+    console.log(zodTypeName)
+    const typeMap = {
+        'ZodString': 'string',
+        'ZodNumber': 'number',
+        'ZodBoolean': 'boolean',
+        'ZodArray': 'array',
+        'ZodObject': 'object',
+    };
+    return typeMap[zodTypeName] || 'string';
+}
+
+async function main() {
+   
+    const toolboxClient = new ToolboxClient(TOOLBOX_URL); 
+    const toolboxTools = await toolboxClient.loadToolset("my-toolset");
+    
+    const geminiTools = [{
+        functionDeclarations: toolboxTools.map(tool => {
+            
+            const schema = tool.getParamSchema();
+            const properties = {};
+            const required = [];
+
+         
+            for (const [key, param] of Object.entries(schema.shape)) {
+                properties[key] = {
+                        type: mapZodTypeToOpenAPIType(param.constructor.name),
+                        description: param.description || '',
+                    };
+                required.push(key)
+                }
+            
+            return {
+                name: tool.getName(),
+                description: tool.getDescription(),
+                parameters: { type: 'object', properties, required },
+            };
+        })
+    }];
+
+
+    const genAI = new GoogleGenAI({ apiKey: GOOGLE_API_KEY });
+    
+    const chat = genAI.chats.create({
+        model: "gemini-2.5-flash",
+        config: {
+            systemInstruction: prompt,
+            tools: geminiTools,
+        }
+    });
+
+    for (const query of queries) {
+        
+        let currentResult = await chat.sendMessage({ message: query });
+        
+        let finalResponseGiven = false
+        while (!finalResponseGiven) {
+            
+            const response = currentResult;
+            const functionCalls = response.functionCalls || [];
+
+            if (functionCalls.length === 0) {
+                console.log(response.text)
+                finalResponseGiven = true;
+            } else {
+                const toolResponses = [];
+                for (const call of functionCalls) {
+                    const toolName = call.name
+                    const toolToExecute = toolboxTools.find(t => t.getName() === toolName);
+                    
+                    if (toolToExecute) {
+                        try {
+                            const functionResult = await toolToExecute(call.args);
+                            toolResponses.push({
+                                functionResponse: { name: call.name, response: { result: functionResult } }
+                            });
+                        } catch (e) {
+                            console.error(`Error executing tool '${toolName}':`, e);
+                            toolResponses.push({
+                                functionResponse: { name: call.name, response: { error: e.message } }
+                            });
+                        }
+                    }
+                }
+                
+                currentResult = await chat.sendMessage({ message: toolResponses });
+            }
+        }
+        
+    }
+}
+
+main();

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

@@ -0,0 +1,88 @@
+import { ToolboxClient } from "@toolbox-sdk/core";
+import { genkit } from "genkit";
+import { googleAI } from '@genkit-ai/googleai';
+
+const GOOGLE_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key
+
+const systemPrompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`;
+
+const queries = [
+  "Find hotels in Basel with Basel in its name.",
+  "Can you book the Hilton Basel for me?",
+  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+  "My check in dates would be from April 10, 2024 to April 19, 2024.",
+];
+
+async function main() {
+  const toolboxClient = new ToolboxClient("http://127.0.0.1:5000");
+
+  const ai = genkit({
+    plugins: [
+      googleAI({
+        apiKey: process.env.GEMINI_API_KEY || GOOGLE_API_KEY
+      })
+    ],
+    model: googleAI.model('gemini-2.0-flash'),
+  });
+
+  const toolboxTools = await toolboxClient.loadToolset("my-toolset");
+  const toolMap = Object.fromEntries(
+    toolboxTools.map((tool) => {
+      const definedTool = ai.defineTool(
+        {
+          name: tool.getName(),
+          description: tool.getDescription(),
+          inputSchema: tool.getParamSchema(),
+        },
+        tool
+      );
+      return [tool.getName(), definedTool];
+    })
+  );
+  const tools = Object.values(toolMap);
+
+  let conversationHistory = [{ role: "system", content: [{ text: systemPrompt }] }];
+
+  for (const query of queries) {
+    conversationHistory.push({ role: "user", content: [{ text: query }] });
+    const response = await ai.generate({
+      messages: conversationHistory,
+      tools: tools,
+    });
+    conversationHistory.push(response.message);
+
+    const toolRequests = response.toolRequests;
+    if (toolRequests?.length > 0) {
+      // Execute tools concurrently and collect their responses.
+      const toolResponses = await Promise.all(
+        toolRequests.map(async (call) => {
+          try {
+            const toolOutput = await toolMap[call.name].invoke(call.input);
+            return { role: "tool", content: [{ toolResponse: { name: call.name, output: toolOutput } }] };
+          } catch (e) {
+            console.error(`Error executing tool ${call.name}:`, e);
+            return { role: "tool", content: [{ toolResponse: { name: call.name, output: { error: e.message } } }] };
+          }
+        })
+      );
+
+      conversationHistory.push(...toolResponses);
+
+      // Call the AI again with the tool results.
+      response = await ai.generate({ messages: conversationHistory, tools });
+      conversationHistory.push(response.message);
+    }
+
+    console.log(response.text);
+  }
+}
+
+main();

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

@@ -0,0 +1,73 @@
+import { ChatGoogleGenerativeAI } from "@langchain/google-genai";
+import { ToolboxClient } from "@toolbox-sdk/core";
+import { tool } from "@langchain/core/tools";
+import { createReactAgent } from "@langchain/langgraph/prebuilt";
+import { MemorySaver } from "@langchain/langgraph";
+
+const GOOGLE_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key
+
+const prompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`;
+
+const queries = [
+  "Find hotels in Basel with Basel in its name.",
+  "Can you book the Hilton Basel for me?",
+  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+  "My check in dates would be from April 10, 2024 to April 19, 2024.",
+];
+
+async function main() {
+  const model = new ChatGoogleGenerativeAI({
+    model: "gemini-2.0-flash",
+  });
+
+  const client = new ToolboxClient("http://127.0.0.1:5000");
+  const toolboxTools = await client.loadToolset("my-toolset");
+
+  // Define the basics of the tool: name, description, schema and core logic
+  const getTool = (toolboxTool) => tool(toolboxTool, {
+    name: toolboxTool.getName(),
+    description: toolboxTool.getDescription(),
+    schema: toolboxTool.getParamSchema()
+  });
+  const tools = toolboxTools.map(getTool);
+
+  const agent = createReactAgent({
+    llm: model,
+    tools: tools,
+    checkpointer: new MemorySaver(),
+    systemPrompt: prompt,
+  });
+
+  const langGraphConfig = {
+    configurable: {
+        thread_id: "test-thread",
+    },
+  };
+
+  for (const query of queries) {
+    const agentOutput = await agent.invoke(
+    {
+        messages: [
+        {
+            role: "user",
+            content: query,
+        },
+        ],
+        verbose: true,
+    },
+    langGraphConfig
+    );
+    const response = agentOutput.messages[agentOutput.messages.length - 1].content;
+    console.log(response);
+  }
+}
+
+main();

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

@@ -0,0 +1,79 @@
+import { gemini, GEMINI_MODEL } from "@llamaindex/google";
+import { agent } from "@llamaindex/workflow";
+import { createMemory, staticBlock, tool } from "llamaindex";
+import { ToolboxClient } from "@toolbox-sdk/core";
+
+const TOOLBOX_URL = "http://127.0.0.1:5000"; // Update if needed
+const GOOGLE_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key
+
+const prompt = `
+
+You're a helpful hotel assistant. You handle hotel searching, booking and cancellations.
+When the user searches for a hotel, mention its name, id, location and price tier.
+Always mention hotel ids while performing any searches — this is very important for operations.
+For any bookings or cancellations, please provide the appropriate confirmation.
+Update check-in or check-out dates if mentioned by the user.
+Don't ask for confirmations from the user.
+
+`;
+
+const queries = [
+  "Find hotels in Basel with Basel in its name.",
+  "Can you book the Hilton Basel for me?",
+  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+  "My check in dates would be from April 10, 2024 to April 19, 2024.",
+];
+
+async function main() {
+  // Connect to MCP Toolbox
+  const client = new ToolboxClient(TOOLBOX_URL);
+  const toolboxTools = await client.loadToolset("my-toolset");
+  const tools = toolboxTools.map((toolboxTool) => {
+    return tool({
+      name: toolboxTool.getName(),
+      description: toolboxTool.getDescription(),
+      parameters: toolboxTool.getParamSchema(),
+      execute: toolboxTool,
+    });
+  });
+
+  // Initialize LLM
+  const llm = gemini({
+    model: GEMINI_MODEL.GEMINI_2_0_FLASH,
+    apiKey: GOOGLE_API_KEY,
+  });
+
+  const memory = createMemory({
+    memoryBlocks: [
+      staticBlock({
+        content: prompt,
+      }),
+    ],
+  });
+
+  // Create the Agent
+  const myAgent = agent({
+    tools: tools,
+    llm,
+    memory,
+    systemPrompt: prompt,
+  });
+
+  for (const query of queries) {
+    const result = await myAgent.run(query);
+    const output = result.data.result;
+
+    console.log(`\nUser: ${query}`);
+    if (typeof output === "string") {
+      console.log(output.trim());
+    } else if (typeof output === "object" && "text" in output) {
+      console.log(output.text.trim());
+    } else {
+      console.log(JSON.stringify(output));
+    }
+  }
+  //You may observe some extra logs during execution due to the run method provided by Llama.
+  console.log("Agent run finished.");
+}
+
+main();

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/v0.12.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

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

@@ -5,9 +5,10 @@ weight: 2
 description: >
   Connect your IDE to Firestore using Toolbox.
 ---
+
 <html>
   <head>
     <link rel="canonical" href="https://cloud.google.com/firestore/native/docs/connect-ide-using-mcp-toolbox"/>
     <meta http-equiv="refresh" content="0;url=https://cloud.google.com/firestore/native/docs/connect-ide-using-mcp-toolbox"/>
   </head>
-</html>
+</html>

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

@@ -48,19 +48,19 @@ to expose your developer assistant tools to a Looker instance:
    <!-- {x-release-please-start-version} -->
 {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->
@@ -235,7 +235,7 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/windows/amd64/toolb
 
     ```json
     {
-      "mcpServers": {
+      "servers": {
         "looker-toolbox": {
           "command": "./PATH/TO/toolbox",
           "args": ["--stdio", "--prebuilt", "looker"],

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

@@ -37,19 +37,19 @@ description: "Connect your IDE to SQL Server using Toolbox."
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->
@@ -182,19 +182,17 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/windows/amd64/toolb
 
     ```json
     {
-    "mcp" : {
-        "servers": {
-        "cloud-sql-sqlserver": {
-            "command": "./PATH/TO/toolbox",
-            "args": ["--prebuilt","cloud-sql-mssql","--stdio"],
-            "env": {
-              "MSSQL_HOST": "",
-              "MSSQL_PORT": "",
-              "MSSQL_DATABASE": "",
-              "MSSQL_USER": "",
-              "MSSQL_PASSWORD": ""
-            }
-         }
+      "servers": {
+        "mssql": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","mssql","--stdio"],
+          "env": {
+            "MSSQL_HOST": "",
+            "MSSQL_PORT": "",
+            "MSSQL_DATABASE": "",
+            "MSSQL_USER": "",
+            "MSSQL_PASSWORD": ""
+          }
         }
       }
     }
@@ -286,4 +284,4 @@ The following tools are available to the LLM:
 
 {{< notice note >}}
 Prebuilt tools are pre-1.0, so expect some tool changes between versions. LLMs will adapt to the tools available, so this shouldn't affect most users.
-{{< /notice >}}
+{{< /notice >}}

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

@@ -37,19 +37,19 @@ description: "Connect your IDE to MySQL using Toolbox."
    <!-- {x-release-please-start-version} -->
    {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->
@@ -182,7 +182,7 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/windows/amd64/toolb
 
     ```json
     {
-      "mcpServers": {
+      "servers": {
         "mysql": {
           "command": "./PATH/TO/toolbox",
           "args": ["--prebuilt","mysql","--stdio"],

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

@@ -0,0 +1,281 @@
+---
+title: Neo4j using MCP
+type: docs
+weight: 2
+description: "Connect your IDE to Neo4j using Toolbox."
+---
+
+[Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is an open protocol for connecting Large Language Models (LLMs) to data sources like Neo4j. This guide covers how to use [MCP Toolbox for Databases][toolbox] to expose your developer assistant tools to a Neo4j instance:
+
+* [Cursor][cursor]
+* [Windsurf][windsurf] (Codium)
+* [Visual Studio Code][vscode] (Copilot)
+* [Cline][cline] (VS Code extension)
+* [Claude desktop][claudedesktop]
+* [Claude code][claudecode]
+* [Gemini CLI][geminicli]
+* [Gemini Code Assist][geminicodeassist]
+
+[toolbox]: https://github.com/googleapis/genai-toolbox
+[cursor]: #configure-your-mcp-client
+[windsurf]: #configure-your-mcp-client
+[vscode]: #configure-your-mcp-client
+[cline]: #configure-your-mcp-client
+[claudedesktop]: #configure-your-mcp-client
+[claudecode]: #configure-your-mcp-client
+[geminicli]: #configure-your-mcp-client
+[geminicodeassist]: #configure-your-mcp-client
+
+## Set up the database
+
+1.  [Create or select a Neo4j instance.](https://neo4j.com/cloud/platform/aura-graph-database/)
+
+## Install MCP Toolbox
+
+1. Download the latest version of Toolbox as a binary. Select the [correct binary](https://github.com/googleapis/genai-toolbox/releases) corresponding to your OS and CPU architecture. You are required to use Toolbox version v0.15.0+:
+
+   <!-- {x-release-please-start-version} -->
+   {{< tabpane persist=header >}}
+{{< tab header="linux/amd64" lang="bash" >}}
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/linux/amd64/toolbox
+{{< /tab >}}
+
+{{< tab header="darwin/arm64" lang="bash" >}}
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/arm64/toolbox
+{{< /tab >}}
+
+{{< tab header="darwin/amd64" lang="bash" >}}
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/darwin/amd64/toolbox
+{{< /tab >}}
+
+{{< tab header="windows/amd64" lang="bash" >}}
+curl -O https://storage.googleapis.com/genai-toolbox/v0.15.0/windows/amd64/toolbox.exe
+{{< /tab >}}
+{{< /tabpane >}}
+    <!-- {x-release-please-end} -->
+
+1. Make the binary executable:
+
+    ```bash
+    chmod +x toolbox
+    ```
+
+1. Verify the installation:
+
+    ```bash
+    ./toolbox --version
+    ```
+
+## Configure your MCP Client
+
+{{< tabpane text=true >}}
+{{% tab header="Claude code" lang="en" %}}
+
+1.  Install [Claude Code](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview).
+1.  Create a `.mcp.json` file in your project root if it doesn't exist.
+1.  Add the following configuration, replace the environment variables with your values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "neo4j": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","neo4j","--stdio"],
+          "env": {
+            "NEO4J_URI": "",
+            "NEO4J_DATABASE": "",
+            "NEO4J_USERNAME": "",
+            "NEO4J_PASSWORD": ""
+          }
+        }
+      }
+    }
+    ```
+
+1.  Restart Claude code to apply the new configuration.
+{{% /tab %}}
+{{% tab header="Claude desktop" lang="en" %}}
+
+1.  Open [Claude desktop](https://claude.ai/download) and navigate to Settings.
+1.  Under the Developer tab, tap Edit Config to open the configuration file.
+1.  Add the following configuration, replace the environment variables with your values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "neo4j": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","neo4j","--stdio"],
+          "env": {
+            "NEO4J_URI": "",
+            "NEO4J_DATABASE": "",
+            "NEO4J_USERNAME": "",
+            "NEO4J_PASSWORD": ""
+          }
+        }
+      }
+    }
+    ```
+
+1.  Restart Claude desktop.
+1.  From the new chat screen, you should see a hammer (MCP) icon appear with the new MCP server available.
+{{% /tab %}}
+{{% tab header="Cline" lang="en" %}}
+
+1.  Open the [Cline](https://github.com/cline/cline) extension in VS Code and tap the **MCP Servers** icon.
+1.  Tap Configure MCP Servers to open the configuration file.
+1.  Add the following configuration, replace the environment variables with your values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "neo4j": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","neo4j","--stdio"],
+          "env": {
+            "NEO4J_URI": "",
+            "NEO4J_DATABASE": "",
+            "NEO4J_USERNAME": "",
+            "NEO4J_PASSWORD": ""
+          }
+        }
+      }
+    }
+    ```
+
+1.  You should see a green active status after the server is successfully connected.
+{{% /tab %}}
+{{% tab header="Cursor" lang="en" %}}
+
+1.  Create a `.cursor` directory in your project root if it doesn't exist.
+1.  Create a `.cursor/mcp.json` file if it doesn't exist and open it.
+1.  Add the following configuration, replace the environment variables with your values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "neo4j": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","neo4j","--stdio"],
+          "env": {
+            "NEO4J_URI": "",
+            "NEO4J_DATABASE": "",
+            "NEO4J_USERNAME": "",
+            "NEO4J_PASSWORD": ""
+          }
+        }
+      }
+    }
+    ```
+
+1.  Open [Cursor](https://www.cursor.com/) and navigate to **Settings > Cursor Settings > MCP**. You should see a green active status after the server is successfully connected.
+{{% /tab %}}
+{{% tab header="Visual Studio Code (Copilot)" lang="en" %}}
+
+1.  Open [VS Code](https://code.visualstudio.com/docs/copilot/overview) and create a `.vscode` directory in your project root if it doesn't exist.
+1.  Create a `.vscode/mcp.json` file if it doesn't exist and open it.
+1.  Add the following configuration, replace the environment variables with your values, and save:
+
+    ```json
+    {
+    "mcp" : {
+        "servers": {
+        "neo4j": {
+            "command": "./PATH/TO/toolbox",
+            "args": ["--prebuilt","neo4j","--stdio"],
+            "env": {
+              "NEO4J_URI": "",
+              "NEO4J_DATABASE": "",
+              "NEO4J_USERNAME": "",
+              "NEO4J_PASSWORD": ""
+            }
+         }
+        }
+      }
+    }
+    ```
+{{% /tab %}}
+{{% tab header="Windsurf" lang="en" %}}
+
+1.  Open [Windsurf](https://docs.codeium.com/windsurf) and navigate to the Cascade assistant.
+1.  Tap on the hammer (MCP) icon, then Configure to open the configuration file.
+1.  Add the following configuration, replace the environment variables with your values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "neo4j": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","neo4j","--stdio"],
+          "env": {
+            "NEO4J_URI": "",
+            "NEO4J_DATABASE": "",
+            "NEO4J_USERNAME": "",
+            "NEO4J_PASSWORD": ""
+          }
+        }
+      }
+    }
+    ```
+{{% /tab %}}
+{{% tab header="Gemini CLI" lang="en" %}}
+
+1.  Install the [Gemini CLI](https://github.com/google-gemini/gemini-cli?tab=readme-ov-file#quickstart).
+1.  In your working directory, create a folder named `.gemini`. Within it, create a `settings.json` file.
+1.  Add the following configuration, replace the environment variables with your values, and then save:
+
+    ```json
+    {
+      "mcpServers": {
+        "neo4j": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","neo4j","--stdio"],
+          "env": {
+            "NEO4J_URI": "",
+            "NEO4J_DATABASE": "",
+            "NEO4J_USERNAME": "",
+            "NEO4J_PASSWORD": ""
+          }
+        }
+      }
+    }
+    ```
+{{% /tab %}}
+{{% tab header="Gemini Code Assist" lang="en" %}}
+
+1.  Install the [Gemini Code Assist](https://marketplace.visualstudio.com/items?itemName=Google.geminicodeassist) extension in Visual Studio Code.
+1.  Enable Agent Mode in Gemini Code Assist chat.
+1.  In your working directory, create a folder named `.gemini`. Within it, create a `settings.json` file.
+1.  Add the following configuration, replace the environment variables with your values, and then save:
+
+    ```json
+    {
+      "mcpServers": {
+        "neo4j": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","neo4j","--stdio"],
+          "env": {
+            "NEO4J_URI": "",
+            "NEO4J_DATABASE": "",
+            "NEO4J_USERNAME": "",
+            "NEO4J_PASSWORD": ""
+          }
+        }
+      }
+    }
+    ```
+{{% /tab %}}
+{{< /tabpane >}}
+
+## Use Tools
+
+Your AI tool is now connected to Neo4j using MCP. Try asking your AI assistant to get the graph schema or execute Cypher statements.
+
+The following tools are available to the LLM:
+
+1.  **get_schema**: extracts the complete database schema, including details about node labels, relationships, properties, constraints, and indexes.
+1.  **execute_cypher**: executes any arbitrary Cypher statement.
+
+{{< notice note >}}
+Prebuilt tools are pre-1.0, so expect some tool changes between versions. LLMs will adapt to the tools available, so this shouldn't affect most users.
+{{< /notice >}}

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/v0.13.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/linux/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/arm64/toolbox
 {{< /tab >}}
 
 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/darwin/amd64/toolbox
 {{< /tab >}}
 
 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
     <!-- {x-release-please-end} -->
@@ -217,7 +217,7 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/windows/amd64/toolb
 
     ```json
     {
-      "mcpServers": {
+      "servers": {
         "postgres": {
           "command": "./PATH/TO/toolbox",
           "args": ["--prebuilt","postgres","--stdio"],

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

@@ -0,0 +1,255 @@
+---
+title: SQLite using MCP
+type: docs
+weight: 2
+description: "Connect your IDE to SQLite using Toolbox."
+---
+
+[Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is an open protocol for connecting Large Language Models (LLMs) to data sources like SQLite. This guide covers how to use [MCP Toolbox for Databases][toolbox] to expose your developer assistant tools to a SQLite instance:
+
+* [Cursor][cursor]
+* [Windsurf][windsurf] (Codium)
+* [Visual Studio Code][vscode] (Copilot)
+* [Cline][cline] (VS Code extension)
+* [Claude desktop][claudedesktop]
+* [Claude code][claudecode]
+* [Gemini CLI][geminicli]
+* [Gemini Code Assist][geminicodeassist]
+
+[toolbox]: https://github.com/googleapis/genai-toolbox
+[cursor]: #configure-your-mcp-client
+[windsurf]: #configure-your-mcp-client
+[vscode]: #configure-your-mcp-client
+[cline]: #configure-your-mcp-client
+[claudedesktop]: #configure-your-mcp-client
+[claudecode]: #configure-your-mcp-client
+[geminicli]: #configure-your-mcp-client
+[geminicodeassist]: #configure-your-mcp-client
+
+## Set up the database
+
+1.  [Create or select a SQLite database file.](https://www.sqlite.org/download.html)
+
+## Install MCP Toolbox
+
+1. Download the latest version of Toolbox as a binary. Select the [correct binary](https://github.com/googleapis/genai-toolbox/releases) corresponding to your OS and CPU architecture. You are required to use Toolbox version V0.10.0+:
+
+   <!-- {x-release-please-start-version} -->
+   {{< tabpane persist=header >}}
+{{< tab header="linux/amd64" lang="bash" >}}
+curl -O https://storage.googleapis.com/genai-toolbox/v1.0.0/linux/amd64/toolbox
+{{< /tab >}}
+
+{{< tab header="darwin/arm64" lang="bash" >}}
+curl -O https://storage.googleapis.com/genai-toolbox/v1.0.0/darwin/arm64/toolbox
+{{< /tab >}}
+
+{{< tab header="darwin/amd64" lang="bash" >}}
+curl -O https://storage.googleapis.com/genai-toolbox/v1.0.0/darwin/amd64/toolbox
+{{< /tab >}}
+
+{{< tab header="windows/amd64" lang="bash" >}}
+curl -O https://storage.googleapis.com/genai-toolbox/v1.0.0/windows/amd64/toolbox.exe
+{{< /tab >}}
+{{< /tabpane >}}
+    <!-- {x-release-please-end} -->
+
+1. Make the binary executable:
+
+    ```bash
+    chmod +x toolbox
+    ```
+
+1. Verify the installation:
+
+    ```bash
+    ./toolbox --version
+    ```
+
+## Configure your MCP Client
+
+{{< tabpane text=true >}}
+{{% tab header="Claude code" lang="en" %}}
+
+1.  Install [Claude Code](https://docs.anthropic.com/en/docs/agents-and-tools/claude-code/overview).
+1.  Create a `.mcp.json` file in your project root if it doesn't exist.
+1.  Add the following configuration, replace the environment variables with your values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "sqlite": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt", "sqlite", "--stdio"],
+          "env": {
+            "SQLITE_DATABASE": "./sample.db"
+          }
+        }
+      }
+    }
+    ```
+
+1.  Restart Claude code to apply the new configuration.
+{{% /tab %}}
+{{% tab header="Claude desktop" lang="en" %}}
+
+1.  Open [Claude desktop](https://claude.ai/download) and navigate to Settings.
+1.  Under the Developer tab, tap Edit Config to open the configuration file.
+1.  Add the following configuration, replace the environment variables with your values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "sqlite": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt", "sqlite", "--stdio"],
+          "env": {
+            "SQLITE_DATABASE": "./sample.db"
+          }
+        }
+      }
+    }
+    ```
+
+1.  Restart Claude desktop.
+1.  From the new chat screen, you should see a hammer (MCP) icon appear with the new MCP server available.
+{{% /tab %}}
+{{% tab header="Cline" lang="en" %}}
+
+1.  Open the [Cline](https://github.com/cline/cline) extension in VS Code and tap the **MCP Servers** icon.
+1.  Tap Configure MCP Servers to open the configuration file.
+1.  Add the following configuration, replace the environment variables with your values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "sqlite": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt", "sqlite", "--stdio"],
+          "env": {
+            "SQLITE_DATABASE": "./sample.db"
+          }
+        }
+      }
+    }
+    ```
+
+1.  You should see a green active status after the server is successfully connected.
+{{% /tab %}}
+{{% tab header="Cursor" lang="en" %}}
+
+1.  Create a `.cursor` directory in your project root if it doesn't exist.
+1.  Create a `.cursor/mcp.json` file if it doesn't exist and open it.
+1.  Add the following configuration, replace the environment variables with your values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "sqlite": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt", "sqlite", "--stdio"],
+          "env": {
+            "SQLITE_DATABASE": "./sample.db"
+          }
+        }
+      }
+    }
+    ```
+
+1.  Open [Cursor](https://www.cursor.com/) and navigate to **Settings > Cursor Settings > MCP**. You should see a green active status after the server is successfully connected.
+{{% /tab %}}
+{{% tab header="Visual Studio Code (Copilot)" lang="en" %}}
+
+1.  Open [VS Code](https://code.visualstudio.com/docs/copilot/overview) and create a `.vscode` directory in your project root if it doesn't exist.
+1.  Create a `.vscode/mcp.json` file if it doesn't exist and open it.
+1.  Add the following configuration, replace the environment variables with your values, and save:
+
+    ```json
+    {
+      "servers": {
+        "sqlite": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","sqlite","--stdio"],
+          "env": {
+            "SQLITE_DATABASE": "./sample.db"
+          }
+        }
+      }
+    }
+    ```
+{{% /tab %}}
+{{% tab header="Windsurf" lang="en" %}}
+
+1.  Open [Windsurf](https://docs.codeium.com/windsurf) and navigate to the Cascade assistant.
+1.  Tap on the hammer (MCP) icon, then Configure to open the configuration file.
+1.  Add the following configuration, replace the environment variables with your values, and save:
+
+    ```json
+    {
+      "mcpServers": {
+        "sqlite": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","sqlite","--stdio"],
+          "env": {
+            "SQLITE_DATABASE": "./sample.db"
+          }
+        }
+      }
+    }
+    ```
+{{% /tab %}}
+{{% tab header="Gemini CLI" lang="en" %}}
+
+1.  Install the [Gemini CLI](https://github.com/google-gemini/gemini-cli?tab=readme-ov-file#quickstart).
+1.  In your working directory, create a folder named `.gemini`. Within it, create a `settings.json` file.
+1.  Add the following configuration, replace the environment variables with your values, and then save:
+
+    ```json
+    {
+      "mcpServers": {
+        "sqlite": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","sqlite","--stdio"],
+          "env": {
+            "SQLITE_DATABASE": "./sample.db"
+          }
+        }
+      }
+    }
+    ```
+{{% /tab %}}
+{{% tab header="Gemini Code Assist" lang="en" %}}
+
+1.  Install the [Gemini Code Assist](https://marketplace.visualstudio.com/items?itemName=Google.geminicodeassist) extension in Visual Studio Code.
+1.  Enable Agent Mode in Gemini Code Assist chat.
+1.  In your working directory, create a folder named `.gemini`. Within it, create a `settings.json` file.
+1.  Add the following configuration, replace the environment variables with your values, and then save:
+
+    ```json
+    {
+      "mcpServers": {
+        "sqlite": {
+          "command": "./PATH/TO/toolbox",
+          "args": ["--prebuilt","sqlite","--stdio"],
+          "env": {
+            "SQLITE_DATABASE": "./sample.db"
+          }
+        }
+      }
+    }
+    ```
+{{% /tab %}}
+{{< /tabpane >}}
+
+## Use Tools
+
+Your AI tool is now connected to SQLite using MCP. Try asking your AI assistant to list tables, create a table, or define and execute other SQL statements.
+
+The following tools are available to the LLM:
+
+1.  **list_tables**: lists tables and descriptions
+1.  **execute_sql**: execute any SQL statement
+
+{{< notice note >}}
+Prebuilt tools are pre-1.0, so expect some tool changes between versions. LLMs will adapt to the tools available, so this shouldn't affect most users.
+{{< /notice >}}

docs/en/reference/prebuilt-tools.md

@@ -19,8 +19,9 @@ See guides, [Connect from your IDE](../how-to/connect-ide/_index.md), for detail
     *   `ALLOYDB_POSTGRES_CLUSTER`: The ID of your AlloyDB cluster.
     *   `ALLOYDB_POSTGRES_INSTANCE`: The ID of your AlloyDB instance.
     *   `ALLOYDB_POSTGRES_DATABASE`: The name of the database to connect to.
-    *   `ALLOYDB_POSTGRES_USER`: The database username.
-    *   `ALLOYDB_POSTGRES_PASSWORD`: The password for the database user.
+    *   `ALLOYDB_POSTGRES_USER`: (Optional) The database username. Defaults to IAM authentication if unspecified.
+    *   `ALLOYDB_POSTGRES_PASSWORD`: (Optional) The password for the database user. Defaults to IAM authentication if unspecified.
+    *   `ALLOYDB_POSTGRES_IP_TYPE`: (Optional) The IP type i.e. "Public" or "Private" (Default: Public).
 *   **Permissions:**
     *   **AlloyDB Client** (`roles/alloydb.client`) to connect to the instance.
     *   Database-level permissions (e.g., `SELECT`, `INSERT`) are required to execute queries.
@@ -49,12 +50,14 @@ See guides, [Connect from your IDE](../how-to/connect-ide/_index.md), for detail
 *   `--prebuilt` value: `bigquery`
 *   **Environment Variables:**
     *   `BIGQUERY_PROJECT`: The GCP project ID.
+    *   `BIGQUERY_LOCATION`: (Optional) The dataset location.
 *   **Permissions:**
     *   **BigQuery User** (`roles/bigquery.user`) to execute queries and view metadata.
     *   **BigQuery Metadata Viewer** (`roles/bigquery.metadataViewer`) to view all datasets.
     *   **BigQuery Data Editor** (`roles/bigquery.dataEditor`) to create or modify datasets and tables.
     *   **Gemini for Google Cloud** (`roles/cloudaicompanion.user`) to use the conversational analytics API.
 *   **Tools:**
+    *   `analyze_contribution`: Use this tool to perform contribution analysis, also called key driver analysis.
     *   `ask_data_insights`: Use this tool to perform data analysis, get insights, or answer complex questions about the contents of specific BigQuery tables. For more information on required roles, API setup, and IAM configuration, see the setup and authentication section of the [Conversational Analytics API documentation](https://cloud.google.com/gemini/docs/conversational-analytics-api/overview).
     *   `execute_sql`: Executes a SQL statement.
     *   `forecast`: Use this tool to forecast time series data.
@@ -73,6 +76,8 @@ See guides, [Connect from your IDE](../how-to/connect-ide/_index.md), for detail
     *   `CLOUD_SQL_MYSQL_DATABASE`: The name of the database to connect to.
     *   `CLOUD_SQL_MYSQL_USER`: The database username.
     *   `CLOUD_SQL_MYSQL_PASSWORD`: The password for the database user.
+    *   `CLOUD_SQL_MYSQL_IP_TYPE`: The IP type i.e. "Public
+     or "Private" (Default: Public).
 *   **Permissions:**
     *   **Cloud SQL Client** (`roles/cloudsql.client`) to connect to the instance.
     *   Database-level permissions (e.g., `SELECT`, `INSERT`) are required to execute queries.
@@ -88,8 +93,9 @@ See guides, [Connect from your IDE](../how-to/connect-ide/_index.md), for detail
     *   `CLOUD_SQL_POSTGRES_REGION`: The region of your Cloud SQL instance.
     *   `CLOUD_SQL_POSTGRES_INSTANCE`: The ID of your Cloud SQL instance.
     *   `CLOUD_SQL_POSTGRES_DATABASE`: The name of the database to connect to.
-    *   `CLOUD_SQL_POSTGRES_USER`: The database username.
-    *   `CLOUD_SQL_POSTGRES_PASSWORD`: The password for the database user.
+    *   `CLOUD_SQL_POSTGRES_USER`: (Optional) The database username. Defaults to IAM authentication if unspecified.
+    *   `CLOUD_SQL_POSTGRES_PASSWORD`: (Optional) The password for the database user. Defaults to IAM authentication if unspecified.
+    *   `CLOUD_SQL_POSTGRES_IP_TYPE`: (Optional) The IP type i.e. "Public" or "Private" (Default: Public).
 *   **Permissions:**
     *   **Cloud SQL Client** (`roles/cloudsql.client`) to connect to the instance.
     *   Database-level permissions (e.g., `SELECT`, `INSERT`) are required to execute queries.
@@ -108,6 +114,7 @@ See guides, [Connect from your IDE](../how-to/connect-ide/_index.md), for detail
     *   `CLOUD_SQL_MSSQL_IP_ADDRESS`: The IP address of the Cloud SQL instance.
     *   `CLOUD_SQL_MSSQL_USER`: The database username.
     *   `CLOUD_SQL_MSSQL_PASSWORD`: The password for the database user.
+    *   `CLOUD_SQL_MSSQL_IP_TYPE`: (Optional) The IP type i.e. "Public" or "Private" (Default: Public).
 *   **Permissions:**
     *   **Cloud SQL Client** (`roles/cloudsql.client`) to connect to the instance.
     *   Database-level permissions (e.g., `SELECT`, `INSERT`) are required to execute queries.
@@ -133,7 +140,7 @@ See guides, [Connect from your IDE](../how-to/connect-ide/_index.md), for detail
 *   `--prebuilt` value: `firestore`
 *   **Environment Variables:**
     *   `FIRESTORE_PROJECT`: The GCP project ID.
-    *   `FIRESTORE_DATABASE`: The Firestore database ID.
+    *   `FIRESTORE_DATABASE`: (Optional) The Firestore database ID. Defaults to "(default)".
 *   **Permissions:**
     *   **Cloud Datastore User** (`roles/datastore.user`) to get documents, list collections, and query collections.
     *   **Firebase Rules Viewer** (`roles/firebaserules.viewer`) to get and validate Firestore rules.
@@ -226,6 +233,7 @@ See guides, [Connect from your IDE](../how-to/connect-ide/_index.md), for detail
     *   `POSTGRES_DATABASE`: The name of the database to connect to.
     *   `POSTGRES_USER`: The database username.
     *   `POSTGRES_PASSWORD`: The password for the database user.
+    *   `POSTGRES_QUERY_PARAMS`: (Optional) Raw query to be added to the db connection string.
 *   **Permissions:**
     *   Database-level permissions (e.g., `SELECT`, `INSERT`) are required to execute queries.
 *   **Tools:**
@@ -261,3 +269,28 @@ See guides, [Connect from your IDE](../how-to/connect-ide/_index.md), for detail
     *   `execute_sql`: Executes a DML SQL query using the PostgreSQL interface for Spanner.
     *   `execute_sql_dql`: Executes a DQL SQL query using the PostgreSQL interface for Spanner.
     *   `list_tables`: Lists tables in the database.
+
+## SQLite
+
+*   `--prebuilt` value: `sqlite`
+*   **Environment Variables:**
+    *   `SQLITE_DATABASE`: The path to the SQLite database file (e.g., `./sample.db`).
+*   **Permissions:**
+    *   File system read/write permissions for the specified database file.
+*   **Tools:**
+    *   `execute_sql`: Executes a SQL query.
+    *   `list_tables`: Lists tables in the database.
+
+## Neo4j
+
+*   `--prebuilt` value: `neo4j`
+*   **Environment Variables:**
+    *   `NEO4J_URI`: The URI of the Neo4j instance (e.g., `bolt://localhost:7687`).
+    *   `NEO4J_DATABASE`: The name of the Neo4j database to connect to.
+    *   `NEO4J_USERNAME`: The username for the Neo4j instance.
+    *   `NEO4J_PASSWORD`: The password for the Neo4j instance.
+*   **Permissions:**
+    *   **Database-level permissions** are required to execute Cypher queries.
+*   **Tools:**
+    *   `execute_cypher`: Executes a Cypher query.
+    *   `get_schema`: Retrieves the schema of the Neo4j database.

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

@@ -0,0 +1,36 @@
+---
+title: "AlloyDB Admin"
+linkTitle: "AlloyDB Admin"
+type: docs
+weight: 2
+description: >
+  The "alloydb-admin" source provides a client for the AlloyDB API.
+aliases:
+- /resources/sources/alloydb-admin
+---
+
+## About
+
+The `alloydb-admin` source provides a client to interact with the [Google AlloyDB API](https://cloud.google.com/alloydb/docs/reference/rest). This allows tools to perform administrative tasks on AlloyDB resources, such as managing clusters, instances, and users.
+
+Authentication can be handled in two ways:
+1.  **Application Default Credentials (ADC):** By default, the source uses ADC to authenticate with the API.
+2.  **Client-side OAuth:** If `useClientOAuth` is set to `true`, the source will expect an OAuth 2.0 access token to be provided by the client (e.g., a web browser) for each request.
+
+## Example
+
+```yaml
+sources:
+    my-alloydb-admin:
+        kind: alloy-admin
+
+    my-oauth-alloydb-admin:
+        kind: alloydb-admin
+        useClientOAuth: true
+```
+
+## Reference
+| **field**      | **type** | **required** | **description**                                                                                                                                                           |
+|----------------|:--------:|:------------:|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| kind           |  string  |     true     | Must be "alloydb-admin".                                                                                                                                                |
+| useClientOAuth | boolean  |    false     | If true, the source will use client-side OAuth for authorization. Otherwise, it will use Application Default Credentials. Defaults to `false`. |

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

@@ -33,6 +33,9 @@ cluster][alloydb-free-trial].
 - [`postgres-execute-sql`](../tools/postgres/postgres-execute-sql.md)  
   Run parameterized SQL statements in AlloyDB Postgres.
 
+- [`postgres-list-tables`](../tools/postgres/postgres-list-tables.md)  
+  List tables in an AlloyDB for PostgreSQL database.
+
 ### Pre-built Configurations
 
 - [AlloyDB using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/alloydb_pg_mcp/)  

docs/en/resources/sources/bigquery.md

@@ -36,6 +36,9 @@ avoiding full table scans or complex filters.
 
 ## Available Tools
 
+- [`bigquery-analyze-contribution`](../tools/bigquery/bigquery-analyze-contribution.md)
+  Performs contribution analysis, also called key driver analysis in BigQuery.
+
 - [`bigquery-conversational-analytics`](../tools/bigquery/bigquery-conversational-analytics.md)
   Allows conversational interaction with a BigQuery source.
 
@@ -91,15 +94,11 @@ allows Toolbox to make queries to [BigQuery][bigquery-docs] on behalf of the
 client or the end-user.
 
 When using this on-behalf-of authentication, you must ensure that the
-identity used has been granted the correct IAM permissions. Currently,
-this option is only supported by the following BigQuery tools:
+identity used has been granted the correct IAM permissions.
 
-- [`bigquery-sql`](../tools/bigquery/bigquery-sql.md)  
-  Run SQL queries directly against BigQuery datasets.
-
-[iam-overview]: https://cloud.google.com/bigquery/docs/access-control
-[adc]: https://cloud.google.com/docs/authentication#adc
-[set-adc]: https://cloud.google.com/docs/authentication/provide-credentials-adc
+[iam-overview]: <https://cloud.google.com/bigquery/docs/access-control>
+[adc]: <https://cloud.google.com/docs/authentication#adc>
+[set-adc]: <https://cloud.google.com/docs/authentication/provide-credentials-adc>
 
 ## Example
 
@@ -111,6 +110,9 @@ sources:
     kind: "bigquery"
     project: "my-project-id"
     # location: "US" # Optional: Specifies the location for query jobs.
+    # allowedDatasets: # Optional: Restricts tool access to a specific list of datasets.
+    #   - "my_dataset_1"
+    #   - "other_project.my_dataset_2"
 ```
 
 Initialize a BigQuery source that uses the client's access token:
@@ -122,13 +124,17 @@ sources:
     project: "my-project-id"
     useClientOAuth: true
     # location: "US" # Optional: Specifies the location for query jobs.
+    # allowedDatasets: # Optional: Restricts tool access to a specific list of datasets.
+    #   - "my_dataset_1"
+    #   - "other_project.my_dataset_2"
 ```
 
 ## Reference
 
-| **field**      | **type** | **required** | **description**                                                                                                                                                                                                                         |
-|----------------|:--------:|:------------:|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| kind           |  string  |     true     | Must be "bigquery".                                                                                                                                                                                                                     |
-| project        |  string  |     true     | Id of the Google Cloud project to use for billing and as the default project for BigQuery resources.                                                                               |
-| location       |  string  |    false     | Specifies the location (e.g., 'us', 'asia-northeast1') in which to run the query job. This location must match the location of any tables referenced in the query. Defaults to the table's location or 'US' if the location cannot be determined. [Learn More](https://cloud.google.com/bigquery/docs/locations) |
-| useClientOAuth |   bool   |    false     | If true, forwards the client's OAuth access token from the "Authorization" header to downstream queries.                                                                                                                                |
+| **field**       | **type** | **required** | **description**                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
+|-----------------|:--------:|:------------:|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| kind            |  string  |     true     | Must be "bigquery".                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
+| project         |  string  |     true     | Id of the Google Cloud project to use for billing and as the default project for BigQuery resources.                                                                                                                                                                                                                                                                                                                                                                                                                |
+| location        |  string  |    false     | Specifies the location (e.g., 'us', 'asia-northeast1') in which to run the query job. This location must match the location of any tables referenced in the query. Defaults to the table's location or 'US' if the location cannot be determined. [Learn More](https://cloud.google.com/bigquery/docs/locations)                                                                                                                                                                                                    |
+| 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.                                                                                                                                                                                                                                                                                                                                                                                                            |

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

@@ -0,0 +1,36 @@
+---
+title: "Cloud Monitoring"
+type: docs
+weight: 1
+description: >
+  A "cloud-monitoring" source provides a client for the Cloud Monitoring API.
+aliases:
+- /resources/sources/cloud-monitoring
+---
+
+## About
+
+The `cloud-monitoring` source provides a client to interact with the [Google Cloud Monitoring API](https://cloud.google.com/monitoring/api). This allows tools to access cloud monitoring metrics explorer and run promql queries.
+
+Authentication can be handled in two ways:
+1.  **Application Default Credentials (ADC):** By default, the source uses ADC to authenticate with the API.
+2.  **Client-side OAuth:** If `useClientOAuth` is set to `true`, the source will expect an OAuth 2.0 access token to be provided by the client (e.g., a web browser) for each request.
+
+## Example
+
+```yaml
+sources:
+    my-cloud-monitoring:
+        kind: cloud-monitoring
+
+    my-oauth-cloud-monitoring:
+        kind: cloud-monitoring
+        useClientOAuth: true
+```
+
+## Reference
+
+| **field**      | **type** | **required** | **description**                                                                                                                                                           |
+|----------------|:--------:|:------------:|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| kind           |  string  |     true     | Must be "cloud-monitoring".                                                                                                                                                |
+| useClientOAuth | boolean  |    false     | If true, the source will use client-side OAuth for authorization. Otherwise, it will use Application Default Credentials. Defaults to `false`. |

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

@@ -0,0 +1,36 @@
+---
+title: "Cloud SQL Admin"
+type: docs
+weight: 1
+description: >
+  A "cloud-sql-admin" source provides a client for the Cloud SQL Admin API.
+aliases:
+- /resources/sources/cloud-sql-admin
+---
+
+## About
+
+The `cloud-sql-admin` source provides a client to interact with the [Google Cloud SQL Admin API](https://cloud.google.com/sql/docs/mysql/admin-api/v1). This allows tools to perform administrative tasks on Cloud SQL instances, such as creating users and databases.
+
+Authentication can be handled in two ways:
+1.  **Application Default Credentials (ADC):** By default, the source uses ADC to authenticate with the API.
+2.  **Client-side OAuth:** If `useClientOAuth` is set to `true`, the source will expect an OAuth 2.0 access token to be provided by the client (e.g., a web browser) for each request.
+
+## Example
+
+```yaml
+sources:
+    my-cloud-sql-admin:
+        kind: cloud-sql-admin
+
+    my-oauth-cloud-sql-admin:
+        kind: cloud-sql-admin
+        useClientOAuth: true
+```
+
+## Reference
+
+| **field**      | **type** | **required** | **description**                                                                                                                                                           |
+|----------------|:--------:|:------------:|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| kind           |  string  |     true     | Must be "cloud-sql-admin".                                                                                                                                                |
+| useClientOAuth | boolean  |    false     | If true, the source will use client-side OAuth for authorization. Otherwise, it will use Application Default Credentials. Defaults to `false`. |

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

@@ -28,6 +28,9 @@ to a database by following these instructions][csql-mysql-quickstart].
 - [`mysql-execute-sql`](../tools/mysql/mysql-execute-sql.md)  
   Run parameterized SQL queries in Cloud SQL for MySQL.
 
+- [`mysql-list-tables`](../tools/mysql/mysql-list-tables.md)  
+  List tables in a Cloud SQL for MySQL database.
+
 ### Pre-built Configurations
 
 - [Cloud SQL for MySQL using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/cloud_sql_mysql_mcp/)  

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

@@ -28,6 +28,9 @@ to a database by following these instructions][csql-pg-quickstart].
 - [`postgres-execute-sql`](../tools/postgres/postgres-execute-sql.md)  
   Run parameterized SQL statements in PostgreSQL.
 
+- [`postgres-list-tables`](../tools/postgres/postgres-list-tables.md)  
+  List tables in a PostgreSQL database.
+
 ### Pre-built Configurations
 
 - [Cloud SQL for Postgres using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/cloud_sql_pg_mcp/)  

docs/en/resources/sources/mysql.md

@@ -22,6 +22,9 @@ reliability, performance, and ease of use.
 - [`mysql-execute-sql`](../tools/mysql/mysql-execute-sql.md)  
   Run parameterized SQL queries in MySQL.
 
+- [`mysql-list-tables`](../tools/mysql/mysql-list-tables.md)  
+  List tables in a MySQL database.
+
 ## Requirements
 
 ### Database User

docs/en/resources/sources/postgres.md

@@ -23,6 +23,9 @@ reputation for reliability, feature robustness, and performance.
 - [`postgres-execute-sql`](../tools/postgres/postgres-execute-sql.md)  
   Run parameterized SQL statements in PostgreSQL.
 
+- [`postgres-list-tables`](../tools/postgres/postgres-list-tables.md)  
+  List tables in a PostgreSQL database.
+
 ### Pre-built Configurations
 
 - [PostgreSQL using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/postgres_mcp/)  

docs/en/resources/sources/sqlite.md

@@ -26,6 +26,14 @@ SQLite has the following notable characteristics:
 
 - [`sqlite-sql`](../tools/sqlite/sqlite-sql.md)  
   Run SQL queries against a local SQLite database.
+  
+- [`sqlite-execute-sql`](../tools/sqlite/sqlite-execute-sql.md)  
+  Run parameterized SQL statements in SQlite.
+
+### Pre-built Configurations
+
+- [SQLite using MCP](../../how-to/connect-ide/sqlite_mcp.md)  
+Connect your IDE to SQlite using Toolbox.
 
 ## Requirements
 

docs/en/resources/sources/yugabytedb.md

@@ -0,0 +1,44 @@
+---
+title: "YugabyteDB"
+type: docs
+weight: 1
+description: >
+  YugabyteDB is a high-performance, distributed SQL database. 
+---
+
+## About
+
+[YugabyteDB][yugabytedb] is a high-performance, distributed SQL database designed for global, internet-scale applications, with full PostgreSQL compatibility.
+
+[yugabytedb]: https://www.yugabyte.com/
+
+## Example
+
+```yaml
+sources:
+    my-yb-source:
+        kind: yugabytedb
+        host: 127.0.0.1
+        port: 5433
+        database: yugabyte
+        user: ${USER_NAME}
+        password: ${PASSWORD}
+        loadBalance: true
+        topologyKeys: cloud.region.zone1:1,cloud.region.zone2:2
+```
+
+## Reference
+
+| **field**                         | **type** | **required** | **description**                                                        |
+|-----------------------------------|:--------:|:------------:|------------------------------------------------------------------------|
+| kind                              |  string  |     true     | Must be "yugabytedb".                                                    |
+| host                              |  string  |     true     | IP address to connect to.                           |
+| port                              |  integer  |     true     | Port to connect to. The default port is 5433.                                      |
+| database                          |  string  |     true     | Name of the YugabyteDB database to connect to. The default database name is yugabyte.           |
+| user                              |  string  |     true     | Name of the YugabyteDB user to connect as. The default user is yugabyte.          |
+| password                          |  string  |     true     | Password of the YugabyteDB user. The default password is yugabyte.                   |
+| loadBalance                      |  boolean  |     false     | If true, enable uniform load balancing. The default loadBalance value is false.                   |
+| topologyKeys                     |  string  |     false     | Comma-separated geo-locations in the form cloud.region.zone:priority to enable topology-aware load balancing. Ignored if loadBalance is false. It is null by default.                   |
+| ybServersRefreshInterval       |  integer  |     false     | The interval (in seconds) to refresh the servers list; ignored if loadBalance is false. The default value of ybServersRefreshInterval is 300.                    |
+| fallbackToTopologyKeysOnly    |  boolean  |     false     | If set to true and topologyKeys are specified, only connect to nodes specified in topologyKeys. By defualt, this is set to false.                    |
+| failedHostReconnectDelaySecs  |  integer  |     false     | Time (in seconds) to wait before trying to connect to failed nodes. The default value of is 5.                   |

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

@@ -0,0 +1,7 @@
+---
+title: "AlloyDB for PostgreSQL"
+type: docs
+weight: 1
+description: > 
+  Tools for AlloyDB for PostgreSQL.
+---

docs/en/resources/tools/alloydb/alloydb-get-cluster.md

@@ -0,0 +1,37 @@
+---
+title: "alloydb-get-cluster"
+type: docs
+weight: 1
+description: >
+  The "alloydb-get-cluster" tool retrieves details for a specific AlloyDB cluster.
+aliases:
+- /resources/tools/alloydb-get-cluster
+---
+
+## About
+
+The `alloydb-get-cluster` tool retrieves detailed information for a single, specified AlloyDB cluster. It is compatible with [alloydb-admin](../../sources/alloydb-admin.md) source.
+	
+| Parameter  | Type   | Description                                                                              | Required |
+| :--------- | :----- | :--------------------------------------------------------------------------------------- | :------- |
+| `projectId`  | string | The GCP project ID to get cluster for.                                                 | Yes      |
+| `locationId` | string | The location of the cluster (e.g., 'us-central1'). | Yes      |
+| `clusterId` | string | The ID of the cluster to retrieve. | Yes      |
+> **Note**
+> This tool authenticates using the credentials configured in its [alloydb-admin](../../sources/alloydb-admin.md) source which can be either [Application Default Credentials](https://cloud.google.com/docs/authentication/application-default-credentials) or client-side OAuth.
+
+## Example
+
+```yaml
+tools:
+  get_specific_cluster:
+    kind: alloydb-get-cluster
+    source: my-alloydb-admin-source
+    description: Use this tool to retrieve details for a specific AlloyDB cluster.
+```
+## Reference
+| **field**   |                  **type**                  | **required** | **description**                                                                                  |
+|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
+| kind        |                   string                   |     true     | Must be alloydb-get-cluster.                                                                  |                                               |
+| source      |                   string                   |     true     | The name of an `alloydb-admin` source.                                                                       |
+| description |                   string                   |     true     | Description of the tool that is passed to the agent.                                             |

docs/en/resources/tools/alloydb/alloydb-get-instance.md

@@ -0,0 +1,38 @@
+---
+title: "alloydb-get-instance"
+type: docs
+weight: 1
+description: >
+  The "alloydb-get-instance" tool retrieves details for a specific AlloyDB instance.
+aliases:
+- /resources/tools/alloydb-get-instance
+---
+
+## About
+
+The `alloydb-get-instance` tool retrieves detailed information for a single, specified AlloyDB instance. It is compatible with [alloydb-admin](../../sources/alloydb-admin.md) source.
+	
+| Parameter  | Type   | Description                                                                              | Required |
+| :--------- | :----- | :--------------------------------------------------------------------------------------- | :------- |
+| `project`  | string | The GCP project ID to get instance for.                                                 | Yes      |
+| `location` | string | The location of the instance (e.g., 'us-central1'). | Yes      |
+| `cluster` | string | The ID of the cluster. | Yes      |
+| `instance` | string | The ID of the instance to retrieve. | Yes      |
+> **Note**
+> This tool authenticates using the credentials configured in its [alloydb-admin](../../sources/alloydb-admin.md) source which can be either [Application Default Credentials](https://cloud.google.com/docs/authentication/application-default-credentials) or client-side OAuth.
+
+## Example
+
+```yaml
+tools:
+  get_specific_instance:
+    kind: alloydb-get-instance
+    source: my-alloydb-admin-source
+    description: Use this tool to retrieve details for a specific AlloyDB instance.
+```
+## Reference
+| **field**   |                  **type**                  | **required** | **description**                                                                                  |
+|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
+| kind        |                   string                   |     true     | Must be alloydb-get-instance.                                                                  |                                               |
+| source      |                   string                   |     true     | The name of an `alloydb-admin` source.                                                                       |
+| description |                   string                   |     true     | Description of the tool that is passed to the agent.                                             |

docs/en/resources/tools/alloydb/alloydb-get-user.md

@@ -0,0 +1,38 @@
+---
+title: "alloydb-get-user"
+type: docs
+weight: 1
+description: >
+  The "alloydb-get-user" tool retrieves details for a specific AlloyDB user.
+aliases:
+- /resources/tools/alloydb-get-user
+---
+
+## About
+
+The `alloydb-get-user` tool retrieves detailed information for a single, specified AlloyDB user. It is compatible with [alloydb-admin](../../sources/alloydb-admin.md) source.
+	
+| Parameter  | Type   | Description                                                                              | Required |
+| :--------- | :----- | :--------------------------------------------------------------------------------------- | :------- |
+| `project`  | string | The GCP project ID to get user for.                                                 | Yes      |
+| `location` | string | The location of the cluster (e.g., 'us-central1'). | Yes      |
+| `cluster` | string | The ID of the cluster to retrieve the user from. | Yes      |
+| `user` | string | The ID of the user to retrieve. | Yes      |
+> **Note**
+> This tool authenticates using the credentials configured in its [alloydb-admin](../../sources/alloydb-admin.md) source which can be either [Application Default Credentials](https://cloud.google.com/docs/authentication/application-default-credentials) or client-side OAuth.
+
+## Example
+
+```yaml
+tools:
+  get_specific_user:
+    kind: alloydb-get-user
+    source: my-alloydb-admin-source
+    description: Use this tool to retrieve details for a specific AlloyDB user.
+```
+## Reference
+| **field**   |                  **type**                  | **required** | **description**                                                                                  |
+|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
+| kind        |                   string                   |     true     | Must be alloydb-get-user.                                                                  |                                               |
+| source      |                   string                   |     true     | The name of an `alloydb-admin` source.                                                                       |
+| description |                   string                   |     true     | Description of the tool that is passed to the agent.                                             |

docs/en/resources/tools/alloydb/alloydb-list-clusters.md

@@ -0,0 +1,38 @@
+---
+title: "alloydb-list-clusters"
+type: docs
+weight: 1
+description: >
+  The "alloydb-list-clusters" tool lists the AlloyDB clusters in a given project and location.
+aliases:
+- /resources/tools/alloydb-list-clusters
+---
+
+## About
+
+The `alloydb-list-clusters` tool retrieves AlloyDB cluster information for all or specified locations in a given project. It is compatible with [alloydb-admin](../../sources/alloydb-admin.md) source.
+
+`alloydb-list-clusters` tool lists the detailed information of AlloyDB cluster(cluster name, state, configuration, etc) for a given project and location. The tool takes the following input parameters:
+	
+| Parameter  | Type   | Description                                                                              | Required |
+| :--------- | :----- | :--------------------------------------------------------------------------------------- | :------- |
+| `projectId`  | string | The GCP project ID to list clusters for.                                                 | Yes      |
+| `locationId` | string | The location to list clusters in (e.g., 'us-central1'). Use `-` for all locations. Default: `-`.| No       |
+> **Note**
+> This tool authenticates using the credentials configured in its [alloydb-admin](../../sources/alloydb-admin.md) source which can be either [Application Default Credentials](https://cloud.google.com/docs/authentication/application-default-credentials) or client-side OAuth.
+
+## Example
+
+```yaml
+tools:
+  list_clusters:
+    kind: alloydb-list-clusters
+    source: alloydb-admin-source
+    description: Use this tool to list all AlloyDB clusters in a given project and location.
+```
+## Reference
+| **field**   |                  **type**                  | **required** | **description**                                                                                  |
+|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
+| kind        |                   string                   |     true     | Must be alloydb-list-clusters.                                                                  |                                               |
+| source      |                   string                   |     true     | The name of an `alloydb-admin` source.                                                                       |
+| description |                   string                   |     true     | Description of the tool that is passed to the agent.                                             |

docs/en/resources/tools/alloydb/alloydb-list-instances.md

@@ -0,0 +1,39 @@
+---
+title: "alloydb-list-instances"
+type: docs
+weight: 1
+description: >
+  The "alloydb-list-instances" tool lists the AlloyDB instances for a given project, cluster and location.
+aliases:
+- /resources/tools/alloydb-list-instances
+---
+
+## About
+
+The `alloydb-list-instances` tool retrieves AlloyDB instance information for all or specified clusters and locations in a given project. It is compatible with [alloydb-admin](../../sources/alloydb-admin.md) source.
+
+`alloydb-list-instances` tool lists the detailed information of AlloyDB instances (instance name, type, IP address, state, configuration, etc) for a given project, cluster and location. The tool takes the following input parameters:
+	
+| Parameter  | Type   | Description                                                                              | Required |
+| :--------- | :----- | :--------------------------------------------------------------------------------------- | :------- |
+| `projectId`  | string | The GCP project ID to list instances for.                                                 | Yes      |
+| `clusterId` | string | The ID of the cluster to list instances from. Use '-' to get results for all clusters. Default: `-`.| No       |
+| `locationId` | string | The location of the cluster (e.g., 'us-central1'). Use '-' to get results for all locations. Default: `-`.| No       |
+> **Note**
+> This tool authenticates using the credentials configured in its [alloydb-admin](../../sources/alloydb-admin.md) source which can be either [Application Default Credentials](https://cloud.google.com/docs/authentication/application-default-credentials) or client-side OAuth.
+
+## Example
+
+```yaml
+tools:
+  list_instances:
+    kind: alloydb-list-instances
+    source: alloydb-admin-source
+    description: Use this tool to list all AlloyDB instances for a given project, cluster and location.
+```
+## Reference
+| **field**   |                  **type**                  | **required** | **description**                                                                                  |
+|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
+| kind        |                   string                   |     true     | Must be alloydb-list-instances.                                                                  |                                               |
+| source      |                   string                   |     true     | The name of an `alloydb-admin` source.                                                             |
+| description |                   string                   |     true     | Description of the tool that is passed to the agent.                                             |

docs/en/resources/tools/alloydb/alloydb-list-users.md

@@ -0,0 +1,38 @@
+---
+title: "alloydb-list-users"
+type: docs
+weight: 1
+description: >
+  The "alloydb-list-users" tool lists all database users within an AlloyDB cluster.
+aliases:
+- /resources/tools/alloydb-list-users
+---
+
+## About
+
+The `alloydb-list-users` tool lists all database users within an AlloyDB cluster. It is compatible with [alloydb-admin](../../sources/alloydb-admin.md) source.
+The tool takes the following input parameters:
+	
+| Parameter  | Type   | Description                                                                              | Required |
+| :--------- | :----- | :--------------------------------------------------------------------------------------- | :------- |
+| `projectId`  | string | The GCP project ID to list users for.                                                 | Yes      |
+| `clusterId` | string | The ID of the cluster to list users from.                                                | Yes      |
+| `locationId` | string | The location of the cluster (e.g., 'us-central1'). | Yes       |
+> **Note**
+> This tool authenticates using the credentials configured in its [alloydb-admin](../../sources/alloydb-admin.md) source which can be either [Application Default Credentials](https://cloud.google.com/docs/authentication/application-default-credentials) or client-side OAuth.
+
+## Example
+
+```yaml
+tools:
+  list_users:
+    kind: alloydb-list-users
+    source: alloydb-admin-source
+    description: Use this tool to list all database users within an AlloyDB cluster
+```
+## Reference
+| **field**   |                  **type**                  | **required** | **description**                                                                                  |
+|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
+| kind        |                   string                   |     true     | Must be alloydb-list-users.                                                                  |                                               |
+| source      |                   string                   |     true     | The name of an `alloydb-admin` source.                                                                       |
+| description |                   string                   |     true     | Description of the tool that is passed to the agent.                                             |

docs/en/resources/tools/bigquery/bigquery-analyze-contribution.md

@@ -0,0 +1,52 @@
+---
+title: "bigquery-analyze-contribution"
+type: docs
+weight: 1
+description: >
+  A "bigquery-analyze-contribution" tool performs contribution analysis in BigQuery.
+aliases:
+- /resources/tools/bigquery-analyze-contribution
+---
+
+## About
+
+A `bigquery-analyze-contribution` tool performs contribution analysis in BigQuery by creating a temporary `CONTRIBUTION_ANALYSIS` model and then querying it with `ML.GET_INSIGHTS` to find top contributors for a given metric.
+
+It's compatible with the following sources:
+
+- [bigquery](../../sources/bigquery.md)
+
+`bigquery-analyze-contribution` takes the following parameters:
+
+- **input_data** (string, required): The data that contain the test and control data to analyze. This can be a fully qualified BigQuery table ID (e.g., `my-project.my_dataset.my_table`) or a SQL query that returns the data.
+- **contribution_metric** (string, required): The name of the column that contains the metric to analyze. This can be SUM(metric_column_name), SUM(numerator_metric_column_name)/SUM(denominator_metric_column_name) or SUM(metric_sum_column_name)/COUNT(DISTINCT categorical_column_name) depending the type of metric to analyze.
+- **is_test_col** (string, required): The name of the column that identifies whether a row is in the test or control group. The column must contain boolean values.
+- **dimension_id_cols** (array of strings, optional): An array of column names that uniquely identify each dimension.
+- **top_k_insights_by_apriori_support** (integer, optional): The number of top insights to return, ranked by apriori support. Default to '30'.
+- **pruning_method** (string, optional): The method to use for pruning redundant insights. Can be `'NO_PRUNING'` or `'PRUNE_REDUNDANT_INSIGHTS'`. Defaults to `'PRUNE_REDUNDANT_INSIGHTS'`.
+
+
+## Example
+
+```yaml
+tools:
+  contribution_analyzer:
+    kind: bigquery-analyze-contribution
+    source: my-bigquery-source
+    description: Use this tool to run contribution analysis on a dataset in BigQuery.
+```
+
+## Sample Prompt
+You can prepare a sample table following https://cloud.google.com/bigquery/docs/get-contribution-analysis-insights.
+And use the following sample prompts to call this tool:
+
+- What drives the changes in sales in the table `bqml_tutorial.iowa_liquor_sales_sum_data`? Use the project id myproject.
+- Analyze the contribution for the `total_sales` metric in the table `bqml_tutorial.iowa_liquor_sales_sum_data`. The test group is identified by the `is_test` column. The dimensions are `store_name`, `city`, `vendor_name`, `category_name` and `item_description`.
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                            |
+|-------------|:--------:|:------------:|------------------------------------------------------------|
+| kind        |  string  |     true     | Must be "bigquery-analyze-contribution".                   |
+| source      |  string  |     true     | Name of the source the tool should execute on.             |
+| description |  string  |     true     | Description of the tool that is passed to the LLM.         |

docs/en/resources/tools/bigquery/bigquery-list-table-ids.md

@@ -15,10 +15,19 @@ It's compatible with the following sources:
 
 - [bigquery](../../sources/bigquery.md)
 
-`bigquery-list-table-ids` takes a required `dataset` parameter to specify the dataset
-from which to list table IDs. It also optionally accepts a `project` parameter to
-define the Google Cloud project ID. If the `project` parameter is not provided, the
-tool defaults to using the project defined in the source configuration.
+`bigquery-list-table-ids` accepts the following parameters:
+- **`dataset`** (required): Specifies the dataset from which to list table IDs.
+- **`project`** (optional): Defines the Google Cloud project ID. If not provided,
+the tool defaults to the project from the source configuration.
+
+The tool's behavior regarding these parameters is influenced by the 
+`allowedDatasets` restriction on the `bigquery` source:
+- **Without `allowedDatasets` restriction:** The tool can list tables from any 
+dataset specified by the `dataset` and `project` parameters.
+- **With `allowedDatasets` restriction:** Before listing tables, the tool verifies
+that the requested dataset is in the allowed list. If it is not, the request is
+denied. If only one dataset is specified in the `allowedDatasets` list, it
+will be used as the default value for the `dataset` parameter.
 
 ## Example
 

docs/en/resources/tools/clickhouse/clickhouse-list-databases.md

@@ -0,0 +1,53 @@
+---
+title: "clickhouse-list-databases"
+type: docs
+weight: 3
+description: >
+  A "clickhouse-list-databases" tool lists all databases in a ClickHouse instance.
+aliases:
+- /resources/tools/clickhouse-list-databases
+---
+
+## About
+
+A `clickhouse-list-databases` tool lists all available databases in a 
+ClickHouse instance. It's compatible with the [clickhouse](../../sources/clickhouse.md) source.
+
+This tool executes the `SHOW DATABASES` command and returns a list of all 
+databases accessible to the configured user, making it useful for database 
+discovery and exploration tasks.
+
+## Example
+
+```yaml
+tools:
+  list_clickhouse_databases:
+    kind: clickhouse-list-databases
+    source: my-clickhouse-instance
+    description: List all available databases in the ClickHouse instance
+```
+
+## Return Value
+
+The tool returns an array of objects, where each object contains:
+- `name`: The name of the database
+
+Example response:
+```json
+[
+  {"name": "default"},
+  {"name": "system"},
+  {"name": "analytics"},
+  {"name": "user_data"}
+]
+```
+
+## Reference
+
+| **field**          | **type**           | **required** | **description**                                           |
+|--------------------|:------------------:|:------------:|-----------------------------------------------------------|
+| kind               | string             | true         | Must be "clickhouse-list-databases".                     |
+| source             | string             | true         | Name of the ClickHouse source to list databases from.    |
+| description        | string             | true         | Description of the tool that is passed to the LLM.       |
+| authRequired       | array of string    | false        | Authentication services required to use this tool.       |
+| parameters         | array of Parameter | false        | Parameters for the tool (typically not used).            |

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

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

docs/en/resources/tools/cloudsql/cloudsqlcreatedatabase.md

@@ -0,0 +1,39 @@
+---
+title: cloud-sql-create-database
+type: docs
+weight: 10
+description: >
+  Create a new database in a Cloud SQL instance.
+---
+
+The `cloud-sql-create-database` tool creates a new database in a specified Cloud SQL instance.
+
+{{< notice info >}}
+This tool uses a `source` of kind `cloud-sql-admin`.
+{{< /notice >}}
+
+## Example
+
+```yaml
+tools:
+  create-cloud-sql-database:
+    kind: cloud-sql-create-database
+    source: my-cloud-sql-admin-source
+    description: "Creates a new database in a Cloud SQL instance."
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                  |
+| ----------- | :------: | :----------: | ------------------------------------------------ |
+| kind        |  string  |     true     | Must be "cloud-sql-create-database".             |
+| source      |  string  |     true     | The name of the `cloud-sql-admin` source to use. |
+| description |  string  |     false    | A description of the tool.                       |
+
+## Input Parameters
+
+| **parameter** | **type** | **required** | **description**                                                    |
+| ------------- | :------: | :----------: | ------------------------------------------------------------------ |
+| project       |  string  |     true     | The project ID.                                                    |
+| instance      |  string  |     true     | The ID of the instance where the database will be created.         |
+| name          |  string  |     true     | The name for the new database. Must be unique within the instance. |

docs/en/resources/tools/cloudsql/cloudsqlcreateusers.md

@@ -0,0 +1,31 @@
+---
+title: cloud-sql-create-users
+type: docs
+weight: 10
+description: >
+  Create a new user in a Cloud SQL instance.
+---
+
+The `cloud-sql-create-users` tool creates a new user in a specified Cloud SQL instance. It can create both built-in and IAM users.
+
+{{< notice info >}}
+This tool uses a `source` of kind `cloud-sql-admin`.
+{{< /notice >}}
+
+## Example
+
+```yaml
+tools:
+  create-cloud-sql-user:
+    kind: cloud-sql-create-users
+    source: my-cloud-sql-admin-source
+    description: "Creates a new user in a Cloud SQL instance. Both built-in and IAM users are supported. IAM users require an email account as the user name. IAM is the more secure and recommended way to manage users. The agent should always ask the user what type of user they want to create. For more information, see https://cloud.google.com/sql/docs/postgres/add-manage-iam-users"
+```
+
+## Reference
+
+| **field**    |  **type** | **required** | **description**                                  |
+| ------------ | :-------: | :----------: | ------------------------------------------------ |
+| kind         |   string  |     true     | Must be "cloud-sql-create-users".                |
+| description  |   string  |     false    | A description of the tool.                       |
+| source       |   string  |     true     | The name of the `cloud-sql-admin` source to use. |

docs/en/resources/tools/cloudsql/cloudsqlgetinstances.md

@@ -0,0 +1,31 @@
+---
+title: "cloud-sql-get-instance"
+type: docs
+weight: 10
+description: >
+  Get a Cloud SQL instance resource.
+---
+
+The `cloud-sql-get-instance` tool retrieves a Cloud SQL instance resource using the Cloud SQL Admin API.
+
+{{< notice info >}}
+This tool uses a `source` of kind `cloud-sql-admin`.
+{{< /notice >}}
+
+## Example
+
+```yaml
+tools:
+  get-sql-instance:
+    kind: cloud-sql-get-instance
+    source: my-cloud-sql-admin-source
+    description: "Gets a particular cloud sql instance."
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                  |
+| ----------- | :------: | :----------: | ------------------------------------------------ |
+| kind        |  string  |     true     | Must be "cloud-sql-get-instance".                |
+| source      |  string  |     true     | The name of the `cloud-sql-admin` source to use. |
+| description |  string  |     false    | A description of the tool.                       |

docs/en/resources/tools/cloudsql/cloudsqllistdatabases.md

@@ -0,0 +1,47 @@
+---
+title: cloud-sql-list-databases
+type: docs
+weight: 1
+description: List Cloud SQL databases in an instance.
+---
+
+The `cloud-sql-list-databases` tool lists all Cloud SQL databases in a specified
+Google Cloud project and instance.
+
+{{< notice info >}}
+This tool uses the `cloud-sql-admin` source.
+{{< /notice >}}
+
+## Configuration
+
+Here is an example of how to configure the `cloud-sql-list-databases` tool in your
+`tools.yaml` file:
+
+```yaml
+sources:
+  my-cloud-sql-admin-source:
+    kind: cloud-sql-admin
+
+tools:
+  list_my_databases:
+    kind: cloud-sql-list-databases
+    source: my-cloud-sql-admin-source
+    description: Use this tool to list all Cloud SQL databases in an instance.
+```
+
+## Parameters
+
+The `cloud-sql-list-databases` tool has two required parameters:
+
+| **field** | **type** | **required** | **description**              |
+| --------- | :------: | :----------: | ---------------------------- |
+| project   |  string  |     true     | The Google Cloud project ID. |
+| instance  |  string  |     true     | The Cloud SQL instance ID.   |
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                                |
+| ----------- | :------: | :----------: | -------------------------------------------------------------- |
+| kind        |  string  |     true     | Must be "cloud-sql-list-databases".                            |
+| source      |  string  |     true     | The name of the `cloud-sql-admin` source to use for this tool. |
+| description |  string  |     false    | Description of the tool that is passed to the agent.           |

docs/en/resources/tools/cloudsql/cloudsqllistinstances.md

@@ -0,0 +1,46 @@
+---
+title: Cloud SQL List Instances
+type: docs
+weight: 1
+description: "List Cloud SQL instances in a project.\n"
+---
+
+The `cloud-sql-list-instances` tool lists all Cloud SQL instances in a specified
+Google Cloud project.
+
+{{< notice info >}}
+This tool uses the `cloud-sql-admin` source, which automatically handles authentication on behalf of the user.
+{{< /notice >}}
+
+## Configuration
+
+Here is an example of how to configure the `cloud-sql-list-instances` tool in your
+`tools.yaml` file:
+
+```yaml
+sources:
+  my-cloud-sql-admin-source:
+    kind: cloud-sql-admin
+
+tools:
+  list_my_instances:
+    kind: cloud-sql-list-instances
+    source: my-cloud-sql-admin-source
+    description: Use this tool to list all Cloud SQL instances in a project.
+```
+
+## Parameters
+
+The `cloud-sql-list-instances` tool has one required parameter:
+
+| **field** | **type** | **required** | **description**              |
+| --------- | :------: | :----------: | ---------------------------- |
+| project   |  string  |     true     | The Google Cloud project ID. |
+
+## Reference
+
+| **field**    |  **type** | **required** | **description**                                                                     |
+| ------------ | :-------: | :----------: | ----------------------------------------------------------------------------------- |
+| kind         |   string  |     true     | Must be "cloud-sql-list-instances".                                                 |
+| description  |   string  |     false     | Description of the tool that is passed to the agent.                                |
+| source       |   string  |     true     | The name of the `cloud-sql-admin` source to use for this tool.                      |

docs/en/resources/tools/cloudsql/cloudsqlmssqlcreateinstance.md

@@ -0,0 +1,42 @@
+---
+title: cloud-sql-mssql-create-instance
+type: docs
+weight: 10
+description: "Create a Cloud SQL for SQL Server instance."
+---
+
+The `cloud-sql-mssql-create-instance` tool creates a Cloud SQL for SQL Server instance using the Cloud SQL Admin API.
+
+{{< notice info dd>}}
+This tool uses a `source` of kind `cloud-sql-admin`.
+{{< /notice >}}
+
+## Example
+
+```yaml
+tools:
+  create-sql-instance:
+    kind: cloud-sql-mssql-create-instance
+    source: cloud-sql-admin-source
+    description: "Creates a SQL Server instance using `Production` and `Development` presets. For the `Development` template, it chooses a 2 vCPU, 8 GiB RAM (`db-custom-2-8192`) configuration with Non-HA/zonal availability. For the `Production` template, it chooses a 4 vCPU, 26 GiB RAM (`db-custom-4-26624`) configuration with HA/regional availability. The Enterprise edition is used in both cases. The default database version is `SQLSERVER_2022_STANDARD`. The agent should ask the user if they want to use a different version."
+```
+
+## Reference
+
+### Tool Configuration
+
+| **field**   | **type** | **required** | **description**                                  |
+| ----------- | :------: | :----------: | ------------------------------------------------ |
+| kind        |  string  |     true     | Must be "cloud-sql-mssql-create-instance".       |
+| source      |  string  |     true     | The name of the `cloud-sql-admin` source to use. |
+| description |  string  |    false     | A description of the tool.                       |
+
+### Tool Inputs
+
+| **parameter**   | **type** | **required** | **description**                                                                                                                                          |
+| --------------- | :------: | :----------: | -------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| project         |  string  |     true     | The project ID.                                                                                                                                          |
+| name            |  string  |     true     | The name of the instance.                                                                                                                                |
+| databaseVersion |  string  |    false     | The database version for SQL Server. If not specified, defaults to the latest available version (e.g., SQLSERVER_2022_STANDARD).                              |
+| rootPassword    |  string  |     true     | The root password for the instance.                                                                                                                      |
+| editionPreset   |  string  |    false     | The edition of the instance. Can be `Production` or `Development`. This determines the default machine type and availability. Defaults to `Development`. |

docs/en/resources/tools/cloudsql/cloudsqlmysqlcreateinstance.md

@@ -0,0 +1,48 @@
+---
+title: cloud-sql-mysql-create-instance
+type: docs
+weight: 2
+description: "Create a Cloud SQL for MySQL instance."
+---
+
+The `cloud-sql-mysql-create-instance` tool creates a new Cloud SQL for MySQL instance in a specified Google Cloud project.
+
+{{< notice info >}}
+This tool uses the `cloud-sql-admin` source.
+{{< /notice >}}
+
+## Configuration
+
+Here is an example of how to configure the `cloud-sql-mysql-create-instance` tool in your `tools.yaml` file:
+
+```yaml
+sources:
+  my-cloud-sql-admin-source:
+    kind: cloud-sql-admin
+
+tools:
+  create_my_mysql_instance:
+    kind: cloud-sql-mysql-create-instance
+    source: my-cloud-sql-admin-source
+    description: "Creates a MySQL instance using `Production` and `Development` presets. For the `Development` template, it chooses a 2 vCPU, 16 GiB RAM, 100 GiB SSD configuration with Non-HA/zonal availability. For the `Production` template, it chooses an 8 vCPU, 64 GiB RAM, 250 GiB SSD configuration with HA/regional availability. The Enterprise Plus edition is used in both cases. The default database version is `MYSQL_8_4`. The agent should ask the user if they want to use a different version."
+```
+
+## Parameters
+
+The `cloud-sql-mysql-create-instance` tool has the following parameters:
+
+| **field**       | **type** | **required** | **description**                                                                                                 |
+| --------------- | :------: | :----------: | --------------------------------------------------------------------------------------------------------------- |
+| project         |  string  |     true     | The Google Cloud project ID.                                                                                    |
+| name            |  string  |     true     | The name of the instance to create.                                                                             |
+| databaseVersion |  string  |     false    | The database version for MySQL. If not specified, defaults to the latest available version (e.g., `MYSQL_8_4`). |
+| rootPassword    |  string  |     true     | The root password for the instance.                                                                             |
+| editionPreset   |  string  |     false    | The edition of the instance. Can be `Production` or `Development`. Defaults to `Development`.                   |
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                                |
+| ----------- | :------: | :----------: | -------------------------------------------------------------- |
+| kind        |  string  |     true     | Must be `cloud-sql-mysql-create-instance`.                     |
+| source      |  string  |     true     | The name of the `cloud-sql-admin` source to use for this tool. |
+| description |  string  |     false    | A description of the tool that is passed to the agent.         |

docs/en/resources/tools/cloudsql/cloudsqlpgcreateinstances.md

@@ -0,0 +1,42 @@
+---
+title: cloud-sql-postgres-create-instance
+type: docs
+weight: 10
+description: Create a Cloud SQL for PostgreSQL instance.
+---
+
+The `cloud-sql-postgres-create-instance` tool creates a Cloud SQL for PostgreSQL instance using the Cloud SQL Admin API.
+
+{{< notice info >}}
+This tool uses a `source` of kind `cloud-sql-admin`.
+{{< /notice >}}
+
+## Example
+
+```yaml
+tools:
+  create-sql-instance:
+    kind: cloud-sql-postgres-create-instance
+    source: cloud-sql-admin-source
+    description: "Creates a Postgres instance using `Production` and `Development` presets. For the `Development` template, it chooses a 2 vCPU, 16 GiB RAM, 100 GiB SSD configuration with Non-HA/zonal availability. For the `Production` template, it chooses an 8 vCPU, 64 GiB RAM, 250 GiB SSD configuration with HA/regional availability. The Enterprise Plus edition is used in both cases. The default database version is `POSTGRES_17`. The agent should ask the user if they want to use a different version."
+```
+
+## Reference
+
+### Tool Configuration
+
+| **field**   | **type** | **required** | **description**                                  |
+| ----------- | :------: | :----------: | ------------------------------------------------ |
+| kind        |  string  |     true     | Must be "cloud-sql-postgres-create-instance".    |
+| source      |  string  |     true     | The name of the `cloud-sql-admin` source to use. |
+| description |  string  |     false    | A description of the tool.                       |
+
+### Tool Inputs
+
+| **parameter**   | **type** | **required** | **description**                                                                                                                                          |
+| --------------- | :------: | :----------: | -------------------------------------------------------------------------------------------------------------------------------------------------------- |
+| project         |  string  |     true     | The project ID.                                                                                                                                          |
+| name            |  string  |     true     | The name of the instance.                                                                                                                                |
+| databaseVersion |  string  |     false    | The database version for Postgres. If not specified, defaults to the latest available version (e.g., POSTGRES_17).                                       |
+| rootPassword    |  string  |     true     | The root password for the instance.                                                                                                                      |
+| editionPreset   |  string  |     false    | The edition of the instance. Can be `Production` or `Development`. This determines the default machine type and availability. Defaults to `Development`. |

docs/en/resources/tools/cloudsql/cloudsqlwaitforoperation.md

@@ -0,0 +1,39 @@
+---
+title: "cloud-sql-wait-for-operation"
+type: docs
+weight: 10
+description: >
+  Wait for a long-running Cloud SQL operation to complete.
+---
+
+The `cloud-sql-wait-for-operation` tool is a utility tool that waits for a
+long-running Cloud SQL operation to complete. It does this by polling the Cloud
+SQL Admin API operation status endpoint until the operation is finished, using
+exponential backoff.
+
+
+## Example
+
+```yaml
+tools:
+  cloudsql-operations-get:
+    kind: cloud-sql-wait-for-operation
+    source: my-cloud-sql-source
+    description: "This will poll on operations API until the operation is done. For checking operation status we need projectId and operationId. Once instance is created give follow up steps on how to use the variables to bring data plane MCP server up in local and remote setup."
+    delay: 1s
+    maxDelay: 4m
+    multiplier: 2
+    maxRetries: 10
+```
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                                                                                  |
+| ----------- | :------: | :----------: | ---------------------------------------------------------------------------------------------------------------- |
+| kind        |  string  |     true     | Must be "cloud-sql-wait-for-operation".                                                                          |
+| source      |  string  |     true     | The name of a `cloud-sql-admin` source to use for authentication.                                                |
+| description |  string  |     false    | A description of the tool.                                                                                       |
+| delay       | duration |     false    | The initial delay between polling requests (e.g., `3s`). Defaults to 3 seconds.                                  |
+| maxDelay    | duration |     false    | The maximum delay between polling requests (e.g., `4m`). Defaults to 4 minutes.                                  |
+| multiplier  |   float  |     false    | The multiplier for the polling delay. The delay is multiplied by this value after each request. Defaults to 2.0. |
+| maxRetries  |    int   |     false    | The maximum number of polling attempts before giving up. Defaults to 10.                                         |

docs/en/resources/tools/firestore/firestore-query.md

@@ -0,0 +1,412 @@
+---
+title: "firestore-query"
+type: docs
+weight: 1
+description: >
+  Query a Firestore collection with parameterizable filters and Firestore native JSON value types
+aliases:
+- /resources/tools/firestore-query
+---
+
+## Overview
+
+The `firestore-query` tool allows you to query Firestore collections with dynamic, parameterizable filters that support Firestore's native JSON value types. This tool is designed for querying single collection, which is the standard pattern in Firestore. The collection path itself can be parameterized, making it flexible for various use cases. This tool is particularly useful when you need to create reusable query templates with parameters that can be substituted at runtime.
+
+**Developer Note**: This tool serves as the general querying foundation that developers can use to create custom tools with specific query patterns.
+
+## Key Features
+
+- **Parameterizable Queries**: Use Go template syntax to create dynamic queries
+- **Dynamic Collection Paths**: The collection path can be parameterized for flexibility
+- **Native JSON Value Types**: Support for Firestore's typed values (stringValue, integerValue, doubleValue, etc.)
+- **Complex Filter Logic**: Support for AND/OR logical operators in filters
+- **Template Substitution**: Dynamic collection paths, filters, and ordering
+- **Query Analysis**: Optional query performance analysis with explain metrics (non-parameterizable)
+
+## Configuration
+
+### Basic Configuration
+
+```yaml
+tools:
+  query_countries:
+    kind: firestore-query
+    source: my-firestore-source
+    description: Query countries with dynamic filters
+    collectionPath: "countries"
+    filters: |
+      {
+        "field": "continent",
+        "op": "==",
+        "value": {"stringValue": "{{.continent}}"}
+      }
+    parameters:
+      - name: continent
+        type: string
+        description: Continent to filter by
+        required: true
+```
+
+### Advanced Configuration with Complex Filters
+
+```yaml
+tools:
+  advanced_query:
+    kind: firestore-query
+    source: my-firestore-source
+    description: Advanced query with complex filters
+    collectionPath: "{{.collection}}"
+    filters: |
+      {
+        "or": [
+          {"field": "status", "op": "==", "value": {"stringValue": "{{.status}}"}},
+          {
+            "and": [
+              {"field": "priority", "op": ">", "value": {"integerValue": "{{.priority}}"}},
+              {"field": "area", "op": "<", "value": {"doubleValue": {{.maxArea}}}},
+              {"field": "active", "op": "==", "value": {"booleanValue": {{.isActive}}}}
+            ]
+          }
+        ]
+      }
+    select:
+      - name
+      - status
+      - priority
+    orderBy:
+      field: "{{.sortField}}"
+      direction: "{{.sortDirection}}"
+    limit: 100
+    analyzeQuery: true
+    parameters:
+      - name: collection
+        type: string
+        description: Collection to query
+        required: true
+      - name: status
+        type: string
+        description: Status to filter by
+        required: true
+      - name: priority
+        type: string
+        description: Minimum priority value
+        required: true
+      - name: maxArea
+        type: float
+        description: Maximum area value
+        required: true
+      - name: isActive
+        type: boolean
+        description: Filter by active status
+        required: true
+      - name: sortField
+        type: string
+        description: Field to sort by
+        required: false
+        default: "createdAt"
+      - name: sortDirection
+        type: string
+        description: Sort direction (ASCENDING or DESCENDING)
+        required: false
+        default: "DESCENDING"
+```
+
+## Parameters
+
+### Configuration Parameters
+
+| Parameter | Type | Required | Description |
+|-----------|------|----------|-------------|
+| `kind` | string | Yes | Must be `firestore-query` |
+| `source` | string | Yes | Name of the Firestore source to use |
+| `description` | string | Yes | Description of what this tool does |
+| `collectionPath` | string | Yes | Path to the collection to query (supports templates) |
+| `filters` | string | No | JSON string defining query filters (supports templates) |
+| `select` | array | No | Fields to select from documents(supports templates - string or array) |
+| `orderBy` | object | No | Ordering configuration with `field` and `direction`(supports templates for the value of field or direction) |
+| `limit` | integer | No | Maximum number of documents to return (default: 100) (supports templates) |
+| `analyzeQuery` | boolean | No | Whether to analyze query performance (default: false) |
+| `parameters` | array | Yes | Parameter definitions for template substitution |
+
+### Runtime Parameters
+
+Runtime parameters are defined in the `parameters` array and can be used in templates throughout the configuration.
+
+## Filter Format
+
+### Simple Filter
+```json
+{
+  "field": "age",
+  "op": ">",
+  "value": {"integerValue": "25"}
+}
+```
+
+### AND Filter
+```json
+{
+  "and": [
+    {"field": "status", "op": "==", "value": {"stringValue": "active"}},
+    {"field": "age", "op": ">=", "value": {"integerValue": "18"}}
+  ]
+}
+```
+
+### OR Filter
+```json
+{
+  "or": [
+    {"field": "role", "op": "==", "value": {"stringValue": "admin"}},
+    {"field": "role", "op": "==", "value": {"stringValue": "moderator"}}
+  ]
+}
+```
+
+### Nested Filters
+```json
+{
+  "or": [
+    {"field": "type", "op": "==", "value": {"stringValue": "premium"}},
+    {
+      "and": [
+        {"field": "type", "op": "==", "value": {"stringValue": "standard"}},
+        {"field": "credits", "op": ">", "value": {"integerValue": "1000"}}
+      ]
+    }
+  ]
+}
+```
+
+## Firestore Native Value Types
+
+The tool supports all Firestore native JSON value types:
+
+| Type | Format | Example |
+|------|--------|---------|
+| String | `{"stringValue": "text"}` | `{"stringValue": "{{.name}}"}` |
+| Integer | `{"integerValue": "123"}` or `{"integerValue": 123}` | `{"integerValue": "{{.age}}"}` or `{"integerValue": {{.age}}}` |
+| Double | `{"doubleValue": 45.67}` | `{"doubleValue": {{.price}}}` |
+| Boolean | `{"booleanValue": true}` | `{"booleanValue": {{.active}}}` |
+| Null | `{"nullValue": null}` | `{"nullValue": null}` |
+| Timestamp | `{"timestampValue": "RFC3339"}` | `{"timestampValue": "{{.date}}"}` |
+| GeoPoint | `{"geoPointValue": {"latitude": 0, "longitude": 0}}` | See below |
+| Array | `{"arrayValue": {"values": [...]}}` | See below |
+| Map | `{"mapValue": {"fields": {...}}}` | See below |
+
+### Complex Type Examples
+
+**GeoPoint:**
+```json
+{
+  "field": "location",
+  "op": "==",
+  "value": {
+    "geoPointValue": {
+      "latitude": 37.7749,
+      "longitude": -122.4194
+    }
+  }
+}
+```
+
+**Array:**
+```json
+{
+  "field": "tags",
+  "op": "array-contains",
+  "value": {"stringValue": "{{.tag}}"}
+}
+```
+
+## Supported Operators
+
+- `<` - Less than
+- `<=` - Less than or equal
+- `>` - Greater than
+- `>=` - Greater than or equal
+- `==` - Equal
+- `!=` - Not equal
+- `array-contains` - Array contains value
+- `array-contains-any` - Array contains any of the values
+- `in` - Value is in array
+- `not-in` - Value is not in array
+
+## Examples
+
+### Example 1: Query with Dynamic Collection Path
+
+```yaml
+tools:
+  user_documents:
+    kind: firestore-query
+    source: my-firestore
+    description: Query user-specific documents
+    collectionPath: "users/{{.userId}}/documents"
+    filters: |
+      {
+        "field": "type",
+        "op": "==",
+        "value": {"stringValue": "{{.docType}}"}
+      }
+    parameters:
+      - name: userId
+        type: string
+        description: User ID
+        required: true
+      - name: docType
+        type: string
+        description: Document type to filter
+        required: true
+```
+
+### Example 2: Complex Geographic Query
+
+```yaml
+tools:
+  location_search:
+    kind: firestore-query
+    source: my-firestore
+    description: Search locations by area and population
+    collectionPath: "cities"
+    filters: |
+      {
+        "and": [
+          {"field": "country", "op": "==", "value": {"stringValue": "{{.country}}"}},
+          {"field": "population", "op": ">", "value": {"integerValue": "{{.minPopulation}}"}},
+          {"field": "area", "op": "<", "value": {"doubleValue": {{.maxArea}}}}
+        ]
+      }
+    orderBy:
+      field: "population"
+      direction: "DESCENDING"
+    limit: 50
+    parameters:
+      - name: country
+        type: string
+        description: Country code
+        required: true
+      - name: minPopulation
+        type: string
+        description: Minimum population (as string for large numbers)
+        required: true
+      - name: maxArea
+        type: float
+        description: Maximum area in square kilometers
+        required: true
+```
+
+### Example 3: Time-based Query with Analysis
+
+```yaml
+tools:
+  activity_log:
+    kind: firestore-query
+    source: my-firestore
+    description: Query activity logs within time range
+    collectionPath: "logs"
+    filters: |
+      {
+        "and": [
+          {"field": "timestamp", "op": ">=", "value": {"timestampValue": "{{.startTime}}"}},
+          {"field": "timestamp", "op": "<=", "value": {"timestampValue": "{{.endTime}}"}},
+          {"field": "severity", "op": "in", "value": {"arrayValue": {"values": [
+            {"stringValue": "ERROR"},
+            {"stringValue": "CRITICAL"}
+          ]}}}
+        ]
+      }
+    select:
+      - timestamp
+      - message
+      - severity
+      - userId
+    orderBy:
+      field: "timestamp"
+      direction: "DESCENDING"
+    analyzeQuery: true
+    parameters:
+      - name: startTime
+        type: string
+        description: Start time in RFC3339 format
+        required: true
+      - name: endTime
+        type: string
+        description: End time in RFC3339 format
+        required: true
+```
+
+## Usage
+
+### Invoking the Tool
+
+```bash
+# Using curl
+curl -X POST http://localhost:5000/api/tool/your-tool-name/invoke \
+  -H "Content-Type: application/json" \
+  -d '{
+    "continent": "Europe",
+    "minPopulation": "1000000",
+    "maxArea": 500000.5,
+    "isActive": true
+  }'
+```
+
+### Response Format
+
+**Without analyzeQuery:**
+```json
+[
+  {
+    "id": "doc1",
+    "path": "countries/doc1",
+    "data": {
+      "name": "France",
+      "continent": "Europe",
+      "population": 67000000,
+      "area": 551695
+    },
+    "createTime": "2024-01-01T00:00:00Z",
+    "updateTime": "2024-01-15T10:30:00Z"
+  }
+]
+```
+
+**With analyzeQuery:**
+```json
+{
+  "documents": [...],
+  "explainMetrics": {
+    "planSummary": {
+      "indexesUsed": [...]
+    },
+    "executionStats": {
+      "resultsReturned": 10,
+      "executionDuration": "15ms",
+      "readOperations": 10
+    }
+  }
+}
+```
+
+## Best Practices
+
+1. **Use Typed Values**: Always use Firestore's native JSON value types for proper type handling
+2. **String Numbers for Large Integers**: Use string representation for large integers to avoid precision loss
+3. **Template Security**: Validate all template parameters to prevent injection attacks
+4. **Index Optimization**: Use `analyzeQuery` to identify missing indexes
+5. **Limit Results**: Always set a reasonable `limit` to prevent excessive data retrieval
+6. **Field Selection**: Use `select` to retrieve only necessary fields
+
+## Technical Notes
+
+- Queries operate on a single collection (the standard Firestore pattern)
+- Maximum of 100 filters per query (configurable)
+- Template parameters must be properly escaped in JSON contexts
+- Complex nested queries may require composite indexes
+
+## See Also
+
+- [firestore-query-collection](firestore-query-collection.md) - Non-parameterizable query tool
+- [Firestore Source Configuration](../../sources/firestore.md)
+- [Firestore Query Documentation](https://firebase.google.com/docs/firestore/query-data/queries)

docs/en/resources/tools/looker/looker-query-sql.md

@@ -29,6 +29,10 @@ It's compatible with the following sources:
 7. an optional `limit`
 8. an optional `tz`
 
+Starting in Looker v25.18, these queries can be identified in Looker's
+System Activity. In the History explore, use the field API Client Name
+to find MCP Toolbox queries.
+
 ## Example
 
 ```yaml

docs/en/resources/tools/looker/looker-query.md

@@ -29,6 +29,10 @@ It's compatible with the following sources:
 7. an optional `limit`
 8. an optional `tz`
 
+Starting in Looker v25.18, these queries can be identified in Looker's
+System Activity. In the History explore, use the field API Client Name
+to find MCP Toolbox queries.
+
 ## Example
 
 ```yaml

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

@@ -0,0 +1,43 @@
+---
+title: "mysql-list-tables"
+type: docs
+weight: 1
+description: >
+  The "mysql-list-tables" tool lists schema information for all or specified tables in a MySQL database.
+aliases:
+- /resources/tools/mysql-list-tables
+---
+
+## About
+
+The `mysql-list-tables` tool retrieves schema information for all or specified tables in a MySQL database. It is compatible with any of the following sources:
+
+- [cloud-sql-mysql](../../sources/cloud-sql-mysql.md)
+- [mysql](../../sources/mysql.md)
+
+`mysql-list-tables` lists detailed schema information (object type, columns, constraints, indexes, triggers, owner, comment) as JSON for user-created tables (ordinary or partitioned). Filters by a comma-separated list of names. If names are omitted, it lists all tables in user schemas. The output format can be set to `simple` which will return only the table names or `detailed` which is the default.
+
+The tool takes the following input parameters:
+
+| Parameter  | Type   | Description                                                                              | Required |
+| :--------- | :----- | :--------------------------------------------------------------------------------------- | :------- |
+| `table_names`  | string | Filters by a comma-separated list of names. By default, it lists all tables in user schemas. Default: `""`                                                 | No      |
+| `output_format` | string | Indicate the output format of table schema. `simple` will return only the table names, `detailed` will return the full table information. Default: `detailed`. | No       |
+
+## Example
+
+```yaml
+tools:
+  mysql_list_tables:
+    kind: mysql-list-tables
+    source: mysql-source
+    description: Use this tool to retrieve schema information for all or specified tables. Output format can be simple (only table names) or detailed.
+```
+
+## Reference
+
+| **field**   |                  **type**                  | **required** | **description**                                                                                  |
+|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
+| kind        |                   string                   |     true     | Must be "mysql-list-tables".                                                          |
+| source      |                   string                   |     true     | Name of the source the SQL should execute on.                                                    |
+| description |                   string                   |     true     | Description of the tool that is passed to the agent.                                             |

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

@@ -0,0 +1,39 @@
+---
+title: "postgres-list-tables"
+type: docs
+weight: 1
+description: >
+  The "postgres-list-tables" tool lists schema information for all or specified tables in a Postgres database.
+aliases:
+- /resources/tools/postgres-list-tables
+---
+
+## About
+
+The `postgres-list-tables` tool retrieves schema information for all or specified tables in a Postgres database. It's compatible with any of the following sources:
+
+- [alloydb-postgres](../../sources/alloydb-pg.md)
+- [cloud-sql-postgres](../../sources/cloud-sql-pg.md)
+- [postgres](../../sources/postgres.md)
+
+`postgres-list-tables` lists detailed schema information (object type, columns, constraints, indexes, triggers, owner, comment) as JSON for user-created tables (ordinary or partitioned). The tool takes the following input parameters:
+	* `table_names` (optional): Filters by a comma-separated list of names. By default, it lists all tables in user schemas.
+	* `output_format` (optional): Indicate the output format of table schema. `simple` will return only the table names, `detailed` will return the full table information. Default: `detailed`.
+
+## Example
+
+```yaml
+tools:
+  postgres_list_tables:
+    kind: postgres-list-tables
+    source: postgres-source
+    description: Use this tool to retrieve schema information for all or specified tables. Output format can be simple (only table names) or detailed.
+```
+
+## Reference
+
+| **field**   |                  **type**                  | **required** | **description**                                                                                  |
+|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
+| kind        |                   string                   |     true     | Must be "postgres-list-tables".                                                                  |
+| source      |                   string                   |     true     | Name of the source the SQL should execute on.                                                    |
+| description |                   string                   |     true     | Description of the tool that is passed to the agent.                                             |

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

@@ -0,0 +1,208 @@
+---
+title: "spanner-list-tables"
+type: docs
+weight: 3
+description: >
+  A "spanner-list-tables" tool retrieves schema information about tables in a
+  Google Cloud Spanner database.
+---
+
+## About
+
+A `spanner-list-tables` tool retrieves comprehensive schema information about
+tables in a Cloud Spanner database. It automatically adapts to the database
+dialect (GoogleSQL or PostgreSQL) and returns detailed metadata including
+columns, constraints, and indexes. It's compatible with:
+
+- [spanner](../../sources/spanner.md)
+
+This tool is read-only and executes pre-defined SQL queries against the
+`INFORMATION_SCHEMA` tables to gather metadata. The tool automatically detects
+the database dialect from the source configuration and uses the appropriate SQL
+syntax.
+
+## Features
+
+- **Automatic Dialect Detection**: Adapts queries based on whether the database
+  uses GoogleSQL or PostgreSQL dialect
+- **Comprehensive Schema Information**: Returns columns, data types, constraints,
+  indexes, and table relationships
+- **Flexible Filtering**: Can list all tables or filter by specific table names
+- **Output Format Options**: Choose between simple (table names only) or detailed
+  (full schema information) output
+
+## Example
+
+### Basic Usage - List All Tables
+
+```yaml
+sources:
+  my-spanner-db:
+    kind: spanner
+    project: ${SPANNER_PROJECT}
+    instance: ${SPANNER_INSTANCE}
+    database: ${SPANNER_DATABASE}
+    dialect: googlesql  # or postgresql
+
+tools:
+  list_all_tables:
+    kind: spanner-list-tables
+    source: my-spanner-db
+    description: Lists all tables with their complete schema information
+```
+
+### List Specific Tables
+
+```yaml
+tools:
+  list_specific_tables:
+    kind: spanner-list-tables
+    source: my-spanner-db
+    description: |
+      Lists schema information for specific tables.
+      Example usage:
+      {
+        "table_names": "users,orders,products",
+        "output_format": "detailed"
+      }
+```
+
+## Parameters
+
+The tool accepts two optional parameters:
+
+| **parameter**   | **type** | **default** | **description**                                                                                      |
+|-----------------|:--------:|:-----------:|------------------------------------------------------------------------------------------------------|
+| table_names     | string   | ""          | Comma-separated list of table names to filter. If empty, lists all tables in user-accessible schemas |
+| output_format   | string   | "detailed"  | Output format: "simple" returns only table names, "detailed" returns full schema information         |
+
+## Output Format
+
+### Simple Format
+
+When `output_format` is set to "simple", the tool returns a minimal JSON structure:
+
+```json
+[
+  {
+    "schema_name": "public",
+    "object_name": "users",
+    "object_details": "{\"name\":\"users\"}"
+  },
+  {
+    "schema_name": "public",
+    "object_name": "orders",
+    "object_details": "{\"name\":\"orders\"}"
+  }
+]
+```
+
+### Detailed Format
+
+When `output_format` is set to "detailed" (default), the tool returns comprehensive schema information:
+
+```json
+[
+  {
+    "schema_name": "public",
+    "object_name": "users",
+    "object_details": "{
+      \"schema_name\": \"public\",
+      \"object_name\": \"users\",
+      \"object_type\": \"BASE TABLE\",
+      \"columns\": [
+        {
+          \"column_name\": \"id\",
+          \"data_type\": \"INT64\",
+          \"ordinal_position\": 1,
+          \"is_not_nullable\": true,
+          \"column_default\": null
+        },
+        {
+          \"column_name\": \"email\",
+          \"data_type\": \"STRING(255)\",
+          \"ordinal_position\": 2,
+          \"is_not_nullable\": true,
+          \"column_default\": null
+        }
+      ],
+      \"constraints\": [
+        {
+          \"constraint_name\": \"PK_users\",
+          \"constraint_type\": \"PRIMARY KEY\",
+          \"constraint_definition\": \"PRIMARY KEY (id)\",
+          \"constraint_columns\": [\"id\"],
+          \"foreign_key_referenced_table\": null,
+          \"foreign_key_referenced_columns\": []
+        }
+      ],
+      \"indexes\": [
+        {
+          \"index_name\": \"idx_users_email\",
+          \"index_type\": \"INDEX\",
+          \"is_unique\": true,
+          \"is_null_filtered\": false,
+          \"interleaved_in_table\": null,
+          \"index_key_columns\": [
+            {\"column_name\": \"email\", \"ordering\": \"ASC\"}
+          ],
+          \"storing_columns\": []
+        }
+      ]
+    }"
+  }
+]
+```
+
+## Use Cases
+
+1. **Database Documentation**: Generate comprehensive documentation of your
+   database schema
+2. **Schema Validation**: Verify that expected tables and columns exist
+3. **Migration Planning**: Understand the current schema before making changes
+4. **Development Tools**: Build tools that need to understand database structure
+5. **Audit and Compliance**: Track schema changes and ensure compliance with
+   data governance policies
+
+## Example with Agent Integration
+
+```yaml
+sources:
+  spanner-db:
+    kind: spanner
+    project: my-project
+    instance: my-instance
+    database: my-database
+    dialect: googlesql
+
+tools:
+  schema_inspector:
+    kind: spanner-list-tables
+    source: spanner-db
+    description: |
+      Use this tool to inspect database schema information.
+      You can:
+      - List all tables by leaving table_names empty
+      - Get specific table schemas by providing comma-separated table names
+      - Choose between simple (names only) or detailed (full schema) output
+      
+      Examples:
+      1. List all tables with details: {"output_format": "detailed"}
+      2. Get specific tables: {"table_names": "users,orders", "output_format": "detailed"}
+      3. Just get table names: {"output_format": "simple"}
+```
+
+## Reference
+
+| **field**     | **type** | **required** | **description**                                                    |
+|---------------|:--------:|:------------:|--------------------------------------------------------------------|
+| kind          | string   | true         | Must be "spanner-list-tables"                                     |
+| source        | string   | true         | Name of the Spanner source to query                               |
+| description   | string   | false        | Description of the tool that is passed to the LLM                 |
+| authRequired  | string[] | false        | List of auth services required to invoke this tool                |
+
+## Notes
+
+- This tool is read-only and does not modify any data
+- The tool automatically handles both GoogleSQL and PostgreSQL dialects
+- Large databases with many tables may take longer to query

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

@@ -0,0 +1,39 @@
+---
+title: "sqlite-execute-sql"
+type: docs
+weight: 1
+description: >
+  A "sqlite-execute-sql" tool executes a single SQL statement against a SQLite database.
+aliases:
+- /resources/tools/sqlite-execute-sql
+---
+
+## About
+
+A `sqlite-execute-sql` tool executes a single SQL statement against a SQLite database.
+It's compatible with any of the following sources:
+
+- [sqlite](../../sources/sqlite.md)
+
+This tool is designed for direct execution of SQL statements. It takes a single `sql` input parameter and runs the SQL statement against the configured SQLite `source`.
+
+> **Note:** This tool is intended for developer assistant workflows with
+> human-in-the-loop and shouldn't be used for production agents.
+
+## Example
+
+```yaml
+tools:
+ execute_sql_tool:
+    kind: sqlite-execute-sql
+    source: my-sqlite-db
+    description: Use this tool to execute a SQL statement.
+```
+
+## Reference
+
+| **field**   |                  **type**                  | **required** | **description**                                    |
+|-------------|:------------------------------------------:|:------------:|----------------------------------------------------|
+| kind        |                   string                   |     true     | Must be "sqlite-execute-sql".                      |
+| source      |                   string                   |     true     | Name of the source the SQL should execute on.      |
+| description |                   string                   |     true     | Description of the tool that is passed to the LLM. |

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

@@ -0,0 +1,101 @@
+---
+title: "yugabytedb-sql"
+type: docs
+weight: 1
+description: > 
+  A "yugabytedb-sql" tool executes a pre-defined SQL statement against a YugabyteDB
+  database.
+---
+
+## About
+
+A `yugabytedb-sql` tool executes a pre-defined SQL statement against a YugabyteDB
+database.
+
+The specified SQL statement is executed as a prepared statement,
+and specified parameters will inserted according to their position: e.g. `1`
+will be the first parameter specified, `$@` will be the second parameter, and so
+on. If template parameters are included, they will be resolved before execution
+of the prepared statement.
+
+## Example
+
+> **Note:** This tool uses parameterized queries to prevent SQL injections.
+> Query parameters can be used as substitutes for arbitrary expressions.
+> Parameters cannot be used as substitutes for identifiers, column names, table
+> names, or other parts of the query.
+
+```yaml
+tools:
+ search_flights_by_number:
+    kind: yugabytedb-sql
+    source: my-yb-instance
+    statement: |
+      SELECT * FROM flights
+      WHERE airline = $1
+      AND flight_number = $2
+      LIMIT 10
+    description: |
+      Use this tool to get information for a specific flight.
+      Takes an airline code and flight number and returns info on the flight.
+      Do NOT use this tool with a flight id. Do NOT guess an airline code or flight number.
+      A airline code is a code for an airline service consisting of two-character
+      airline designator and followed by flight number, which is 1 to 4 digit number.
+      For example, if given CY 0123, the airline is "CY", and flight_number is "123".
+      Another example for this is DL 1234, the airline is "DL", and flight_number is "1234".
+      If the tool returns more than one option choose the date closes to today.
+      Example:
+      {{
+          "airline": "CY",
+          "flight_number": "888",
+      }}
+      Example:
+      {{
+          "airline": "DL",
+          "flight_number": "1234",
+      }}
+    parameters:
+      - name: airline
+        type: string
+        description: Airline unique 2 letter identifier
+      - name: flight_number
+        type: string
+        description: 1 to 4 digit number
+```
+
+### Example with Template Parameters
+
+> **Note:** This tool allows direct modifications to the SQL statement, including identifiers, column names,
+> and table names. **This makes it more vulnerable to SQL injections**. Using basic parameters 
+> only (see above) is recommended for performance and safety reasons. For more details, please
+> check [templateParameters](_index#template-parameters).
+
+```yaml
+tools:
+ list_table:
+    kind: yugabytedb-sql
+    source: my-yb-instance
+    statement: |
+      SELECT * FROM {{.tableName}}
+    description: |
+      Use this tool to list all information from a specific table.
+      Example:
+      {{
+          "tableName": "flights",
+      }}
+    templateParameters:
+      - name: tableName
+        type: string
+        description: Table to select from
+```
+
+## Reference
+
+| **field**           |                  **type**                                 | **required** | **description**                                                                                                                            |
+|---------------------|:---------------------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------------------------------------------------|
+| kind                |                   string                                  |     true     | Must be "yugabytedb-sql".                                                                                                                    |
+| source              |                   string                                  |     true     | Name of the source the SQL should execute on.                                                                                              |
+| description         |                   string                                  |     true     | Description of the tool that is passed to the LLM.                                                                                         |
+| statement           |                   string                                  |     true     | SQL statement to execute on.                                                                                                               |
+| parameters          | [parameters](_index#specifying-parameters)                |    false     | List of [parameters](_index#specifying-parameters) that will be inserted into the SQL statement.                                           |
+| templateParameters  |  [templateParameters](_index#template-parameters)         |    false     | List of [templateParameters](_index#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |

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

@@ -79,7 +79,7 @@
         "# @markdown Please fill in the value below with your GCP project ID and then run the cell.\n",
         "\n",
         "# Please fill in these values.\n",
-        "project_id = \"project-id\"  # @param {type:\"string\"}\n",
+        "project_id = \"\"  # @param {type:\"string\"}\n",
         "\n",
         "# Quick input validations.\n",
         "assert project_id, \"⚠️ Please provide a Google Cloud project ID\"\n",
@@ -767,7 +767,7 @@
       },
       "outputs": [],
       "source": [
-        "version = \"0.11.0\" # x-release-please-version\n",
+        "version = \"0.14.0\" # 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

@@ -114,7 +114,7 @@ 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="0.11.0"
+    export VERSION="0.14.0"
     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 = \"0.13.0\" # x-release-please-version\n",
+        "version = \"0.14.0\" # 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/v0.13.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/$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/v0.13.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/$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/v0.13.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/$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/v0.12.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.14.0/$OS/toolbox
     ```
     <!-- {x-release-please-end} -->
 

go.mod

@@ -2,17 +2,17 @@ module github.com/googleapis/genai-toolbox
 
 go 1.24.0
 
-toolchain go1.25.0
+toolchain go1.25.1
 
 require (
 	cloud.google.com/go/alloydbconn v1.15.5
-	cloud.google.com/go/bigquery v1.69.0
+	cloud.google.com/go/bigquery v1.70.0
 	cloud.google.com/go/bigtable v1.39.0
 	cloud.google.com/go/cloudsqlconn v1.18.1
-	cloud.google.com/go/dataplex v1.26.0
+	cloud.google.com/go/dataplex v1.27.0
 	cloud.google.com/go/firestore v1.18.0
-	cloud.google.com/go/spanner v1.84.1
-	github.com/ClickHouse/clickhouse-go/v2 v2.40.1
+	cloud.google.com/go/spanner v1.85.1
+	github.com/ClickHouse/clickhouse-go/v2 v2.40.3
 	github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0
 	github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/trace v1.29.0
 	github.com/cenkalti/backoff/v5 v5.0.3
@@ -28,34 +28,35 @@ require (
 	github.com/goccy/go-yaml v1.18.0
 	github.com/google/go-cmp v0.7.0
 	github.com/google/uuid v1.6.0
-	github.com/jackc/pgx/v5 v5.7.5
+	github.com/jackc/pgx/v5 v5.7.6
 	github.com/json-iterator/go v1.1.12
-	github.com/looker-open-source/sdk-codegen/go v0.25.10
+	github.com/looker-open-source/sdk-codegen/go v0.25.11
 	github.com/microsoft/go-mssqldb v1.9.3
 	github.com/nakagami/firebirdsql v0.9.15
 	github.com/neo4j/neo4j-go-driver/v5 v5.28.3
-	github.com/redis/go-redis/v9 v9.12.1
+	github.com/redis/go-redis/v9 v9.14.0
 	github.com/spf13/cobra v1.9.1
 	github.com/thlib/go-timezone-local v0.0.7
 	github.com/trinodb/trino-go-client v0.328.0
 	github.com/valkey-io/valkey-go v1.0.64
+	github.com/yugabyte/pgx/v5 v5.5.3-yb-5
 	go.mongodb.org/mongo-driver v1.17.4
 	go.opentelemetry.io/contrib/propagators/autoprop v0.62.0
-	go.opentelemetry.io/otel v1.37.0
+	go.opentelemetry.io/otel v1.38.0
 	go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp v1.37.0
 	go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.37.0
-	go.opentelemetry.io/otel/metric v1.37.0
+	go.opentelemetry.io/otel/metric v1.38.0
 	go.opentelemetry.io/otel/sdk v1.37.0
 	go.opentelemetry.io/otel/sdk/metric v1.37.0
-	go.opentelemetry.io/otel/trace v1.37.0
-	golang.org/x/oauth2 v0.30.0
-	google.golang.org/api v0.248.0
+	go.opentelemetry.io/otel/trace v1.38.0
+	golang.org/x/oauth2 v0.31.0
+	google.golang.org/api v0.249.0
 	google.golang.org/genproto v0.0.0-20250826171959-ef028d996bc1
-	modernc.org/sqlite v1.38.2
+	modernc.org/sqlite v1.39.0
 )
 
 require (
-	github.com/ClickHouse/ch-go v0.67.0 // indirect
+	github.com/ClickHouse/ch-go v0.68.0 // indirect
 	github.com/andybalholm/brotli v1.2.0 // indirect
 	github.com/andybalholm/cascadia v1.3.3 // indirect
 	github.com/go-faster/city v1.0.1 // indirect
@@ -64,8 +65,6 @@ require (
 	github.com/segmentio/asm v1.2.0 // indirect
 	github.com/shopspring/decimal v1.4.0 // indirect
 	golang.org/x/exp v0.0.0-20250620022241-b7579e27df2b // indirect
-	gonum.org/v1/gonum v0.16.0 // indirect
-	gopkg.in/yaml.v3 v3.0.1 // indirect
 )
 
 require (
@@ -81,7 +80,7 @@ require (
 	cloud.google.com/go/trace v1.11.6 // indirect
 	filippo.io/edwards25519 v1.1.0 // indirect
 	github.com/GoogleCloudPlatform/grpc-gcp-go/grpcgcp v1.5.3 // indirect
-	github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0 // indirect
+	github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0 // indirect
 	github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0 // indirect
 	github.com/PuerkitoBio/goquery v1.10.3 // indirect
 	github.com/ajg/form v1.5.1 // indirect
@@ -99,7 +98,7 @@ require (
 	github.com/envoyproxy/protoc-gen-validate v1.2.1 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/gabriel-vasile/mimetype v1.4.8 // indirect
-	github.com/go-jose/go-jose/v4 v4.0.5 // indirect
+	github.com/go-jose/go-jose/v4 v4.1.1 // 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
@@ -163,18 +162,19 @@ require (
 	go.opentelemetry.io/proto/otlp v1.7.0 // indirect
 	go.uber.org/multierr v1.11.0 // indirect
 	go.uber.org/zap v1.27.0 // indirect
-	golang.org/x/crypto v0.41.0 // indirect
-	golang.org/x/mod v0.26.0 // indirect
-	golang.org/x/net v0.43.0 // indirect
-	golang.org/x/sync v0.16.0 // indirect
-	golang.org/x/sys v0.35.0 // indirect
-	golang.org/x/text v0.28.0 // indirect
+	go.yaml.in/yaml/v3 v3.0.4 // indirect
+	golang.org/x/crypto v0.42.0 // indirect
+	golang.org/x/mod v0.27.0 // indirect
+	golang.org/x/net v0.44.0 // indirect
+	golang.org/x/sync v0.17.0 // indirect
+	golang.org/x/sys v0.36.0 // indirect
+	golang.org/x/text v0.29.0 // indirect
 	golang.org/x/time v0.12.0 // indirect
-	golang.org/x/tools v0.35.0 // indirect
+	golang.org/x/tools v0.36.0 // indirect
 	golang.org/x/xerrors v0.0.0-20240903120638-7835f813f4da // indirect
 	google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c // indirect
 	google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c // indirect
-	google.golang.org/grpc v1.74.2 // indirect
+	google.golang.org/grpc v1.75.0 // indirect
 	google.golang.org/protobuf v1.36.8 // indirect
 	gopkg.in/ini.v1 v1.67.0 // indirect
 	modernc.org/libc v1.66.3 // indirect

go.sum

@@ -137,8 +137,8 @@ cloud.google.com/go/bigquery v1.47.0/go.mod h1:sA9XOgy0A8vQK9+MWhEQTY6Tix87M/Zur
 cloud.google.com/go/bigquery v1.48.0/go.mod h1:QAwSz+ipNgfL5jxiaK7weyOhzdoAy1zFm0Nf1fysJac=
 cloud.google.com/go/bigquery v1.49.0/go.mod h1:Sv8hMmTFFYBlt/ftw2uN6dFdQPzBlREY9yBh7Oy7/4Q=
 cloud.google.com/go/bigquery v1.50.0/go.mod h1:YrleYEh2pSEbgTBZYMJ5SuSr0ML3ypjRB1zgf7pvQLU=
-cloud.google.com/go/bigquery v1.69.0 h1:rZvHnjSUs5sHK3F9awiuFk2PeOaB8suqNuim21GbaTc=
-cloud.google.com/go/bigquery v1.69.0/go.mod h1:TdGLquA3h/mGg+McX+GsqG9afAzTAcldMjqhdjHTLew=
+cloud.google.com/go/bigquery v1.70.0 h1:V1OIhhOSionCOXWMmypXOvZu/ogkzosa7s1ArWJO/Yg=
+cloud.google.com/go/bigquery v1.70.0/go.mod h1:6lEAkgTJN+H2JcaX1eKiuEHTKyqBaJq5U3SpLGbSvwI=
 cloud.google.com/go/bigtable v1.39.0 h1:NF0aaSend+Z5CKND2vWY9fgDwaeZ4bDgzUdgw8rk75Y=
 cloud.google.com/go/bigtable v1.39.0/go.mod h1:zgL2Vxux9Bx+TcARDJDUxVyE+BCUfP2u4Zm9qeHF+g0=
 cloud.google.com/go/billing v1.4.0/go.mod h1:g9IdKBEFlItS8bTtlrZdVLWSSdSyFUZKXNS02zKMOZY=
@@ -236,8 +236,8 @@ cloud.google.com/go/dataplex v1.3.0/go.mod h1:hQuRtDg+fCiFgC8j0zV222HvzFQdRd+SVX
 cloud.google.com/go/dataplex v1.4.0/go.mod h1:X51GfLXEMVJ6UN47ESVqvlsRplbLhcsAt0kZCCKsU0A=
 cloud.google.com/go/dataplex v1.5.2/go.mod h1:cVMgQHsmfRoI5KFYq4JtIBEUbYwc3c7tXmIDhRmNNVQ=
 cloud.google.com/go/dataplex v1.6.0/go.mod h1:bMsomC/aEJOSpHXdFKFGQ1b0TDPIeL28nJObeO1ppRs=
-cloud.google.com/go/dataplex v1.26.0 h1:nu8/KrLR5v62L1lApGNgm61Oq+xaa2bS9rgc1csjqE0=
-cloud.google.com/go/dataplex v1.26.0/go.mod h1:12R9nlLUzxOscbb2HgoYnkGNibmv4sXEVMXxrdw2a90=
+cloud.google.com/go/dataplex v1.27.0 h1:k6gf5DnX7YHD/hilShxVP9ExmGrEWZFjfBZ7rHt4JlM=
+cloud.google.com/go/dataplex v1.27.0/go.mod h1:VB+xlYJiJ5kreonXsa2cHPj0A3CfPh/mgiHG4JFhbUA=
 cloud.google.com/go/dataproc v1.7.0/go.mod h1:CKAlMjII9H90RXaMpSxQ8EU6dQx6iAYNPcYPOkSbi8s=
 cloud.google.com/go/dataproc v1.8.0/go.mod h1:5OW+zNAH0pMpw14JVrPONsxMQYMBqJuzORhIBfBn9uI=
 cloud.google.com/go/dataproc v1.12.0/go.mod h1:zrF3aX0uV3ikkMz6z4uBbIKyhRITnxvr4i3IjKsKrw4=
@@ -544,8 +544,8 @@ cloud.google.com/go/shell v1.6.0/go.mod h1:oHO8QACS90luWgxP3N9iZVuEiSF84zNyLytb+
 cloud.google.com/go/spanner v1.41.0/go.mod h1:MLYDBJR/dY4Wt7ZaMIQ7rXOTLjYrmxLE/5ve9vFfWos=
 cloud.google.com/go/spanner v1.44.0/go.mod h1:G8XIgYdOK+Fbcpbs7p2fiprDw4CaZX63whnSMLVBxjk=
 cloud.google.com/go/spanner v1.45.0/go.mod h1:FIws5LowYz8YAE1J8fOS7DJup8ff7xJeetWEo5REA2M=
-cloud.google.com/go/spanner v1.84.1 h1:ShH4Y3YeDtmHa55dFiSS3YtQ0dmCuP0okfAoHp/d68w=
-cloud.google.com/go/spanner v1.84.1/go.mod h1:3GMEIjOcXINJSvb42H3M6TdlGCDzaCFpiiNQpjHPlCM=
+cloud.google.com/go/spanner v1.85.1 h1:cJx1ZD//C2QIfFQl8hSTn4twL8amAXtnayyflRIjj40=
+cloud.google.com/go/spanner v1.85.1/go.mod h1:bbwCXbM+zljwSPLZ44wZOdzcdmy89hbUGmM/r9sD0ws=
 cloud.google.com/go/speech v1.6.0/go.mod h1:79tcr4FHCimOp56lwC01xnt/WPJZc4v3gzyT7FoBkCM=
 cloud.google.com/go/speech v1.7.0/go.mod h1:KptqL+BAQIhMsj1kOP2la5DSEEerPDuOP/2mmkhHhZQ=
 cloud.google.com/go/speech v1.8.0/go.mod h1:9bYIl1/tjsAnMgKGHKmBZzXKEkGgtU+MpdDPTE9f7y0=
@@ -655,14 +655,14 @@ github.com/AzureAD/microsoft-authentication-library-for-go v1.4.2 h1:oygO0locgZJ
 github.com/AzureAD/microsoft-authentication-library-for-go v1.4.2/go.mod h1:wP83P5OoQ5p6ip3ScPr0BAq0BvuPAvacpEuSzyouqAI=
 github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU=
 github.com/BurntSushi/xgb v0.0.0-20160522181843-27f122750802/go.mod h1:IVnqGOEym/WlBOVXweHU+Q+/VP0lqqI8lqeDx9IjBqo=
-github.com/ClickHouse/ch-go v0.67.0 h1:18MQF6vZHj+4/hTRaK7JbS/TIzn4I55wC+QzO24uiqc=
-github.com/ClickHouse/ch-go v0.67.0/go.mod h1:2MSAeyVmgt+9a2k2SQPPG1b4qbTPzdGDpf1+bcHh+18=
-github.com/ClickHouse/clickhouse-go/v2 v2.40.1 h1:PbwsHBgqXRydU7jKULD1C8CHmifczffvQqmFvltM2W4=
-github.com/ClickHouse/clickhouse-go/v2 v2.40.1/go.mod h1:GDzSBLVhladVm8V01aEB36IoBOVLLICfyeuiIp/8Ezc=
+github.com/ClickHouse/ch-go v0.68.0 h1:zd2VD8l2aVYnXFRyhTyKCrxvhSz1AaY4wBUXu/f0GiU=
+github.com/ClickHouse/ch-go v0.68.0/go.mod h1:C89Fsm7oyck9hr6rRo5gqqiVtaIY6AjdD0WFMyNRQ5s=
+github.com/ClickHouse/clickhouse-go/v2 v2.40.3 h1:46jB4kKwVDUOnECpStKMVXxvR0Cg9zeV9vdbPjtn6po=
+github.com/ClickHouse/clickhouse-go/v2 v2.40.3/go.mod h1:qO0HwvjCnTB4BPL/k6EE3l4d9f/uF+aoimAhJX70eKA=
 github.com/GoogleCloudPlatform/grpc-gcp-go/grpcgcp v1.5.3 h1:2afWGsMzkIcN8Qm4mgPJKZWyroE5QBszMiDMYEBrnfw=
 github.com/GoogleCloudPlatform/grpc-gcp-go/grpcgcp v1.5.3/go.mod h1:dppbR7CwXD4pgtV9t3wD1812RaLDcBjtblcDF5f1vI0=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0 h1:ErKg/3iS1AKcTkf3yixlZ54f9U1rljCkQyEXWUnIUxc=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0/go.mod h1:yAZHSGnqScoU556rBOVkwLze6WP5N+U11RHuWaGVxwY=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0 h1:UQUsRi8WTzhZntp5313l+CHIAT95ojUI2lpP/ExlZa4=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0/go.mod h1:Cz6ft6Dkn3Et6l2v2a9/RpN7epQ1GtDlO6lj8bEcOvw=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0 h1:owcC2UnmsZycprQ5RfRgjydWhuoxg71LUfyiQdijZuM=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0/go.mod h1:ZPpqegjbE99EPKsu3iUWV22A04wzGPcAY/ziSIQEEgs=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/trace v1.29.0 h1:YVtMlmfRUTaWs3+1acwMBp7rBUo6zrxl6Kn13/R9YW4=
@@ -802,8 +802,8 @@ github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f h1:lO4WD4F/r
 github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f/go.mod h1:cuUVRXasLTGF7a8hSLbxyZXjz+1KgoB3wDUb6vlszIc=
 github.com/docker/cli v26.1.4+incompatible h1:I8PHdc0MtxEADqYJZvhBrW9bo8gawKwwenxRM7/rLu8=
 github.com/docker/cli v26.1.4+incompatible/go.mod h1:JLrzqnKDaYBop7H2jaqPtU4hHvMKP+vjCwu2uszcLI8=
-github.com/docker/docker v28.3.3+incompatible h1:Dypm25kh4rmk49v1eiVbsAtpAsYURjYkaKubwuBdxEI=
-github.com/docker/docker v28.3.3+incompatible/go.mod h1:eEKB0N0r5NX/I1kEveEz05bcu8tLC/8azJZsviup8Sk=
+github.com/docker/docker v28.4.0+incompatible h1:KVC7bz5zJY/4AZe/78BIvCnPsLaC9T/zh72xnlrTTOk=
+github.com/docker/docker v28.4.0+incompatible/go.mod h1:eEKB0N0r5NX/I1kEveEz05bcu8tLC/8azJZsviup8Sk=
 github.com/docker/go-connections v0.5.0 h1:USnMq7hx7gwdVZq1L49hLXaFtUdTADjXGp+uj1Br63c=
 github.com/docker/go-connections v0.5.0/go.mod h1:ov60Kzw0kKElRwhNs9UlUHAE/F9Fe6GLaXnqyDdmEXc=
 github.com/docker/go-units v0.5.0 h1:69rxXcBk27SvSaaxTtLh/8llcHD8vYHT7WSdRZ/jvr4=
@@ -866,8 +866,8 @@ github.com/go-gl/glfw/v3.3/glfw v0.0.0-20191125211704-12ad95a8df72/go.mod h1:tQ2
 github.com/go-gl/glfw/v3.3/glfw v0.0.0-20200222043503-6f7a984d4dc4/go.mod h1:tQ2UAYgL5IevRw8kRxooKSPJfGvJ9fJQFa0TUsXzTg8=
 github.com/go-goquery/goquery v1.0.1 h1:kpchVA1LdOFWdRpkDPESVdlb1JQI6ixsJ5MiNUITO7U=
 github.com/go-goquery/goquery v1.0.1/go.mod h1:W5s8OWbqWf6lG0LkXWBeh7U1Y/X5XTI0Br65MHF8uJk=
-github.com/go-jose/go-jose/v4 v4.0.5 h1:M6T8+mKZl/+fNNuFHvGIzDz7BTLQPIounk/b9dw3AaE=
-github.com/go-jose/go-jose/v4 v4.0.5/go.mod h1:s3P1lRrkT8igV8D9OjyL4WRyHvjB6a4JSllnOrmmBOA=
+github.com/go-jose/go-jose/v4 v4.1.1 h1:JYhSgy4mXXzAdF3nUx3ygx347LRXJRrpgyU3adRmkAI=
+github.com/go-jose/go-jose/v4 v4.1.1/go.mod h1:BdsZGqgdO3b6tTc6LSE56wcDbMMLuPsw5d4ZD5f94kA=
 github.com/go-kit/log v0.1.0/go.mod h1:zbhenjAZHb184qTLMA9ZjW7ThYL0H2mk7Q6pNt4vbaY=
 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=
@@ -895,7 +895,6 @@ 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=
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 github.com/goccy/go-yaml v1.18.0/go.mod h1:XBurs7gK8ATbW4ZPGKgcbrY1Br56PdM69F7LkFRi1kA=
-github.com/gogo/protobuf v1.3.2 h1:Ov1cvc58UF3b5XjBnZv7+opcTcQFZebYjWzi34vdm4Q=
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@@ -1069,8 +1068,8 @@ github.com/jackc/pgtype v1.14.4 h1:fKuNiCumbKTAIxQwXfB/nsrnkEI6bPJrrSiMKgbJ2j8=
 github.com/jackc/pgtype v1.14.4/go.mod h1:aKeozOde08iifGosdJpz9MBZonJOUJxqNpPBcMJTlVA=
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-github.com/jackc/pgx/v5 v5.7.5 h1:JHGfMnQY+IEtGM63d+NGMjoRpysB2JBwDr5fsngwmJs=
-github.com/jackc/pgx/v5 v5.7.5/go.mod h1:aruU7o91Tc2q2cFp5h4uP3f6ztExVpyVv88Xl/8Vl8M=
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@@ -1121,8 +1120,8 @@ github.com/kylelemons/godebug v1.1.0 h1:RPNrshWIDI6G2gRW9EHilWtl7Z6Sb1BR0xunSBf0
 github.com/kylelemons/godebug v1.1.0/go.mod h1:9/0rRGxNHcop5bhtWyNeEfOS8JIWk580+fNqagV/RAw=
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 github.com/leodido/go-urn v1.4.0/go.mod h1:bvxc+MVxLKB4z00jd1z+Dvzr47oO32F/QSNjSBOlFxI=
-github.com/looker-open-source/sdk-codegen/go v0.25.10 h1:ltBbwkwZrQEHEIKrE5QbF+EtBlweKN0RZpQR0w2GIqo=
-github.com/looker-open-source/sdk-codegen/go v0.25.10/go.mod h1:YM/IYSsTPk7I54j4l6PduNJYgXyOShuaMi7mD6xic8E=
+github.com/looker-open-source/sdk-codegen/go v0.25.11 h1:IPxG3eTqz8ICd1ImqffEKQVd8G9/IAbjH7dg4IhiQtU=
+github.com/looker-open-source/sdk-codegen/go v0.25.11/go.mod h1:Br1ntSiruDJ/4nYNjpYyWyCbqJ7+GQceWbIgn0hYims=
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 github.com/lyft/protoc-gen-star/v2 v2.0.1/go.mod h1:RcCdONR2ScXaYnQC5tUzxzlpA3WVYF7/opLeUgcQs/o=
@@ -1195,8 +1194,8 @@ 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=
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-github.com/redis/go-redis/v9 v9.12.1 h1:k5iquqv27aBtnTm2tIkROUDp8JBXhXZIVu1InSgvovg=
-github.com/redis/go-redis/v9 v9.12.1/go.mod h1:huWgSWd8mW6+m0VPhJjSSQ+d6Nh1VICQ6Q5lHuCH/Iw=
+github.com/redis/go-redis/v9 v9.14.0 h1:u4tNCjXOyzfgeLN+vAZaW1xUooqWDqVEsZN0U01jfAE=
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 github.com/remyoudompheng/bigfft v0.0.0-20200410134404-eec4a21b6bb0/go.mod h1:qqbHyh8v60DhA7CoWK5oRCqLrMHRGoxYCSS9EjAz6Eo=
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@@ -1242,8 +1241,8 @@ github.com/stretchr/testify v1.7.1/go.mod h1:6Fq8oRcR53rry900zMqJjRRixrwX3KX962/
 github.com/stretchr/testify v1.8.0/go.mod h1:yNjHg4UonilssWZ8iaSj1OCr/vHnekPRkoO+kdMU+MU=
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 github.com/stretchr/testify v1.8.3/go.mod h1:sz/lmYIOXD/1dqDmKjjqLyZ2RngseejIcXlSw2iwfAo=
-github.com/stretchr/testify v1.10.0 h1:Xv5erBjTwe/5IxqUQTdXv5kgmIvbHo3QQyRwhJsOfJA=
-github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
+github.com/stretchr/testify v1.11.1 h1:7s2iGBzp5EwR7/aIZr8ao5+dra3wiQyKjjFuvgVKu7U=
+github.com/stretchr/testify v1.11.1/go.mod h1:wZwfW3scLgRK+23gO65QZefKpKQRnfz6sD981Nm4B6U=
 github.com/thlib/go-timezone-local v0.0.7 h1:fX8zd3aJydqLlTs/TrROrIIdztzsdFV23OzOQx31jII=
 github.com/thlib/go-timezone-local v0.0.7/go.mod h1:/Tnicc6m/lsJE0irFMA0LfIwTBo4QP7A8IfyIv4zZKI=
 github.com/tidwall/pretty v1.0.0/go.mod h1:XNkn88O1ChpSDQmQeStsy+sBenx6DDtFZJxhVysOjyk=
@@ -1270,6 +1269,8 @@ github.com/xyproto/randomstring v1.0.5/go.mod h1:rgmS5DeNXLivK7YprL0pY+lTuhNQW3i
 github.com/youmark/pkcs8 v0.0.0-20181117223130-1be2e3e5546d/go.mod h1:rHwXgn7JulP+udvsHwJoVG1YGAP6VLg4y9I5dyZdqmA=
 github.com/youmark/pkcs8 v0.0.0-20240726163527-a2c0da244d78 h1:ilQV1hzziu+LLM3zUTJ0trRztfwgjqKnBWNtSRkbmwM=
 github.com/youmark/pkcs8 v0.0.0-20240726163527-a2c0da244d78/go.mod h1:aL8wCCfTfSfmXjznFBSZNN13rSJjlIOI1fUNAtF7rmI=
+github.com/yugabyte/pgx/v5 v5.5.3-yb-5 h1:MV66FoH4HFsA9IC+h1hRY/+9Rmo040zVyZovOX7zpuk=
+github.com/yugabyte/pgx/v5 v5.5.3-yb-5/go.mod h1:2SxizGfDY7UDCRTtbI/xd98C/oGN7S/3YoGF8l9gx/c=
 github.com/yuin/goldmark v1.1.25/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
 github.com/yuin/goldmark v1.1.27/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
 github.com/yuin/goldmark v1.1.32/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9decYSb74=
@@ -1315,22 +1316,22 @@ go.opentelemetry.io/contrib/propagators/jaeger v1.37.0 h1:pW+qDVo0jB0rLsNeaP85xL
 go.opentelemetry.io/contrib/propagators/jaeger v1.37.0/go.mod h1:x7bd+t034hxLTve1hF9Yn9qQJlO/pP8H5pWIt7+gsFM=
 go.opentelemetry.io/contrib/propagators/ot v1.37.0 h1:tVjnBF6EiTDMXoq2Xuc2vK0I7MTbEs05II/0j9mMK+E=
 go.opentelemetry.io/contrib/propagators/ot v1.37.0/go.mod h1:MQjyNXtxAC8PGN9gzPtO4GY5zuP+RI3XX53uWbCTvEQ=
-go.opentelemetry.io/otel v1.37.0 h1:9zhNfelUvx0KBfu/gb+ZgeAfAgtWrfHJZcAqFC228wQ=
-go.opentelemetry.io/otel v1.37.0/go.mod h1:ehE/umFRLnuLa/vSccNq9oS1ErUlkkK71gMcN34UG8I=
+go.opentelemetry.io/otel v1.38.0 h1:RkfdswUDRimDg0m2Az18RKOsnI8UDzppJAtj01/Ymk8=
+go.opentelemetry.io/otel v1.38.0/go.mod h1:zcmtmQ1+YmQM9wrNsTGV/q/uyusom3P8RxwExxkZhjM=
 go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp v1.37.0 h1:9PgnL3QNlj10uGxExowIDIZu66aVBwWhXmbOp1pa6RA=
 go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp v1.37.0/go.mod h1:0ineDcLELf6JmKfuo0wvvhAVMuxWFYvkTin2iV4ydPQ=
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 go.opentelemetry.io/otel/exporters/otlp/otlptrace v1.37.0/go.mod h1:MJTqhM0im3mRLw1i8uGHnCvUEeS7VwRyxlLC78PA18M=
 go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.37.0 h1:bDMKF3RUSxshZ5OjOTi8rsHGaPKsAt76FaqgvIUySLc=
 go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp v1.37.0/go.mod h1:dDT67G/IkA46Mr2l9Uj7HsQVwsjASyV9SjGofsiUZDA=
-go.opentelemetry.io/otel/metric v1.37.0 h1:mvwbQS5m0tbmqML4NqK+e3aDiO02vsf/WgbsdpcPoZE=
-go.opentelemetry.io/otel/metric v1.37.0/go.mod h1:04wGrZurHYKOc+RKeye86GwKiTb9FKm1WHtO+4EVr2E=
+go.opentelemetry.io/otel/metric v1.38.0 h1:Kl6lzIYGAh5M159u9NgiRkmoMKjvbsKtYRwgfrA6WpA=
+go.opentelemetry.io/otel/metric v1.38.0/go.mod h1:kB5n/QoRM8YwmUahxvI3bO34eVtQf2i4utNVLr9gEmI=
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 go.opentelemetry.io/otel/sdk v1.37.0/go.mod h1:VredYzxUvuo2q3WRcDnKDjbdvmO0sCzOvVAiY+yUkAg=
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 go.opentelemetry.io/otel/sdk/metric v1.37.0/go.mod h1:cNen4ZWfiD37l5NhS+Keb5RXVWZWpRE+9WyVCpbo5ps=
-go.opentelemetry.io/otel/trace v1.37.0 h1:HLdcFNbRQBE2imdSEgm/kwqmQj1Or1l/7bW6mxVK7z4=
-go.opentelemetry.io/otel/trace v1.37.0/go.mod h1:TlgrlQ+PtQO5XFerSPUYG0JSgGyryXewPGyayAWSBS0=
+go.opentelemetry.io/otel/trace v1.38.0 h1:Fxk5bKrDZJUH+AMyyIXGcFAPah0oRcT+LuNtJrmcNLE=
+go.opentelemetry.io/otel/trace v1.38.0/go.mod h1:j1P9ivuFsTceSWe1oY+EeW3sc+Pp42sO++GHkg4wwhs=
 go.opentelemetry.io/proto/otlp v0.7.0/go.mod h1:PqfVotwruBrMGOCsRd/89rSnXhoiJIqeYNgFYFoEGnI=
 go.opentelemetry.io/proto/otlp v0.15.0/go.mod h1:H7XAot3MsfNsj7EXtrA2q5xSNQ10UqI405h3+duxN4U=
 go.opentelemetry.io/proto/otlp v0.19.0/go.mod h1:H7XAot3MsfNsj7EXtrA2q5xSNQ10UqI405h3+duxN4U=
@@ -1346,6 +1347,8 @@ go.uber.org/multierr v1.11.0/go.mod h1:20+QtiLqy0Nd6FdQB9TLXag12DsQkrbs3htMFfDN8
 go.uber.org/zap v1.18.1/go.mod h1:xg/QME4nWcxGxrpdeYfq7UvYrLh66cuVKdrbD1XF/NI=
 go.uber.org/zap v1.27.0 h1:aJMhYGrd5QSmlpLMr2MftRKl7t8J8PTZPA732ud/XR8=
 go.uber.org/zap v1.27.0/go.mod h1:GB2qFLM7cTU87MWRP2mPIjqfIDnGu+VIO4V/SdhGo2E=
+go.yaml.in/yaml/v3 v3.0.4 h1:tfq32ie2Jv2UxXFdLJdh3jXuOzWiL1fo0bu/FbuKpbc=
+go.yaml.in/yaml/v3 v3.0.4/go.mod h1:DhzuOOF2ATzADvBadXxruRBLzYTpT36CKvDb3+aBEFg=
 golang.org/x/crypto v0.0.0-20190308221718-c2843e01d9a2/go.mod h1:djNgcEr1/C05ACkg1iLfiJU5Ep61QUkGW8qpdssI0+w=
 golang.org/x/crypto v0.0.0-20190510104115-cbcb75029529/go.mod h1:yigFU9vqHzYiE8UmvKecakEJjdnWj3jj499lnFckfCI=
 golang.org/x/crypto v0.0.0-20190605123033-f99c8df09eb5/go.mod h1:yigFU9vqHzYiE8UmvKecakEJjdnWj3jj499lnFckfCI=
@@ -1361,8 +1364,8 @@ golang.org/x/crypto v0.13.0/go.mod h1:y6Z2r+Rw4iayiXXAIxJIDAJ1zMW4yaTpebo8fPOliY
 golang.org/x/crypto v0.19.0/go.mod h1:Iy9bg/ha4yyC70EfRS8jz+B6ybOBKMaSxLj6P6oBDfU=
 golang.org/x/crypto v0.23.0/go.mod h1:CKFgDieR+mRhux2Lsu27y0fO304Db0wZe70UKqHu0v8=
 golang.org/x/crypto v0.31.0/go.mod h1:kDsLvtWBEx7MV9tJOj9bnXsPbxwJQ6csT/x4KIN4Ssk=
-golang.org/x/crypto v0.41.0 h1:WKYxWedPGCTVVl5+WHSSrOBT0O8lx32+zxmHxijgXp4=
-golang.org/x/crypto v0.41.0/go.mod h1:pO5AFd7FA68rFak7rOAGVuygIISepHftHnr8dr6+sUc=
+golang.org/x/crypto v0.42.0 h1:chiH31gIWm57EkTXpwnqf8qeuMUi0yekh6mT2AvFlqI=
+golang.org/x/crypto v0.42.0/go.mod h1:4+rDnOTJhQCx2q7/j6rAN5XDw8kPjeaXEUR2eL94ix8=
 golang.org/x/exp v0.0.0-20180321215751-8460e604b9de/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
 golang.org/x/exp v0.0.0-20180807140117-3d87b88a115f/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
 golang.org/x/exp v0.0.0-20190121172915-509febef88a4/go.mod h1:CJ0aWSM057203Lf6IL+f9T1iT9GByDxfZKAQTCR3kQA=
@@ -1425,8 +1428,8 @@ golang.org/x/mod v0.9.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
 golang.org/x/mod v0.12.0/go.mod h1:iBbtSCu2XBx23ZKBPSOrRkjjQPZFPuis4dIYUhu/chs=
 golang.org/x/mod v0.15.0/go.mod h1:hTbmBsO62+eylJbnUtE2MGJUyE7QWk4xUqPFrRgJ+7c=
 golang.org/x/mod v0.17.0/go.mod h1:hTbmBsO62+eylJbnUtE2MGJUyE7QWk4xUqPFrRgJ+7c=
-golang.org/x/mod v0.26.0 h1:EGMPT//Ezu+ylkCijjPc+f4Aih7sZvaAr+O3EHBxvZg=
-golang.org/x/mod v0.26.0/go.mod h1:/j6NAhSk8iQ723BGAUyoAcn7SlD7s15Dp9Nd/SfeaFQ=
+golang.org/x/mod v0.27.0 h1:kb+q2PyFnEADO2IEF935ehFUXlWiNjJWtRNgBLSfbxQ=
+golang.org/x/mod v0.27.0/go.mod h1:rWI627Fq0DEoudcK+MBkNkCe0EetEaDSwJJkCcjpazc=
 golang.org/x/net v0.0.0-20180724234803-3673e40ba225/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
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 golang.org/x/net v0.0.0-20190108225652-1e06a53dbb7e/go.mod h1:mL1N/T3taQHkDXs73rZJwtUhF3w3ftmwwsq0BUmARs4=
@@ -1490,8 +1493,8 @@ golang.org/x/net v0.15.0/go.mod h1:idbUs1IY1+zTqbi8yxTbhexhEEk5ur9LInksu6HrEpk=
 golang.org/x/net v0.21.0/go.mod h1:bIjVDfnllIU7BJ2DNgfnXvpSvtn8VRwhlsaeUTyUS44=
 golang.org/x/net v0.25.0/go.mod h1:JkAGAh7GEvH74S6FOH42FLoXpXbE/aqXSrIQjXgsiwM=
 golang.org/x/net v0.33.0/go.mod h1:HXLR5J+9DxmrqMwG9qjGCxZ+zKXxBru04zlTvWlWuN4=
-golang.org/x/net v0.43.0 h1:lat02VYK2j4aLzMzecihNvTlJNQUq316m2Mr9rnM6YE=
-golang.org/x/net v0.43.0/go.mod h1:vhO1fvI4dGsIjh73sWfUVjj3N7CA9WkKJNQm2svM6Jg=
+golang.org/x/net v0.44.0 h1:evd8IRDyfNBMBTTY5XRF1vaZlD+EmWx6x8PkhR04H/I=
+golang.org/x/net v0.44.0/go.mod h1:ECOoLqd5U3Lhyeyo/QDCEVQ4sNgYsqvCZ722XogGieY=
 golang.org/x/oauth2 v0.0.0-20180821212333-d2e6202438be/go.mod h1:N/0e6XlmueqKjAGxoOufVs8QHGRruUQn6yWY3a++T0U=
 golang.org/x/oauth2 v0.0.0-20190226205417-e64efc72b421/go.mod h1:gOpvHmFTYa4IltrdGE7lF6nIHvwfUNPOp7c8zoXwtLw=
 golang.org/x/oauth2 v0.0.0-20190604053449-0f29369cfe45/go.mod h1:gOpvHmFTYa4IltrdGE7lF6nIHvwfUNPOp7c8zoXwtLw=
@@ -1521,8 +1524,8 @@ golang.org/x/oauth2 v0.4.0/go.mod h1:RznEsdpjGAINPTOF0UH/t+xJ75L18YO3Ho6Pyn+uRec
 golang.org/x/oauth2 v0.5.0/go.mod h1:9/XBHVqLaWO3/BRHs5jbpYCnOZVjj5V0ndyaAM7KB4I=
 golang.org/x/oauth2 v0.6.0/go.mod h1:ycmewcwgD4Rpr3eZJLSB4Kyyljb3qDh40vJ8STE5HKw=
 golang.org/x/oauth2 v0.7.0/go.mod h1:hPLQkd9LyjfXTiRohC/41GhcFqxisoUQ99sCUOHO9x4=
-golang.org/x/oauth2 v0.30.0 h1:dnDm7JmhM45NNpd8FDDeLhK6FwqbOf4MLCM9zb1BOHI=
-golang.org/x/oauth2 v0.30.0/go.mod h1:B++QgG3ZKulg6sRPGD/mqlHQs5rB3Ml9erfeDY7xKlU=
+golang.org/x/oauth2 v0.31.0 h1:8Fq0yVZLh4j4YA47vHKFTa9Ew5XIrCP8LC6UeNZnLxo=
+golang.org/x/oauth2 v0.31.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
 golang.org/x/sync v0.0.0-20180314180146-1d60e4601c6f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20181108010431-42b317875d0f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20181221193216-37e7f081c4d4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
@@ -1543,8 +1546,8 @@ golang.org/x/sync v0.3.0/go.mod h1:FU7BRWz2tNW+3quACPkgCx/L+uEAv1htQ0V83Z9Rj+Y=
 golang.org/x/sync v0.6.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
 golang.org/x/sync v0.7.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
 golang.org/x/sync v0.10.0/go.mod h1:Czt+wKu1gCyEFDUtn0jG5QVvpJ6rzVqr5aXyt9drQfk=
-golang.org/x/sync v0.16.0 h1:ycBJEhp9p4vXvUZNszeOq0kGTPghopOL8q0fq3vstxw=
-golang.org/x/sync v0.16.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
+golang.org/x/sync v0.17.0 h1:l60nONMj9l5drqw6jlhIELNv9I0A4OFgRsG9k2oT9Ug=
+golang.org/x/sync v0.17.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
 golang.org/x/sys v0.0.0-20180830151530-49385e6e1522/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20190215142949-d0b11bdaac8a/go.mod h1:STP8DvDyc/dI5b8T5hshtkjS+E42TnysNCUPdjciGhY=
 golang.org/x/sys v0.0.0-20190312061237-fead79001313/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
@@ -1630,8 +1633,8 @@ golang.org/x/sys v0.12.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.17.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/sys v0.20.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/sys v0.28.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
-golang.org/x/sys v0.35.0 h1:vz1N37gP5bs89s7He8XuIYXpyY0+QlsKmzipCbUtyxI=
-golang.org/x/sys v0.35.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
+golang.org/x/sys v0.36.0 h1:KVRy2GtZBrk1cBYA7MKu5bEZFxQk4NIDV6RLVcC8o0k=
+golang.org/x/sys v0.36.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
 golang.org/x/telemetry v0.0.0-20240228155512-f48c80bd79b2/go.mod h1:TeRTkGYfJXctD9OcfyVLyj2J3IxLnKwHJR8f4D8a3YE=
 golang.org/x/term v0.0.0-20201126162022-7de9c90e9dd1/go.mod h1:bj7SfCRtBDWHUb9snDiAeCFNEtKQo2Wmx5Cou7ajbmo=
 golang.org/x/term v0.0.0-20210927222741-03fcf44c2211/go.mod h1:jbD1KX2456YbFQfuXm/mYQcufACuNUgVhRMnK/tPxf8=
@@ -1666,8 +1669,8 @@ golang.org/x/text v0.13.0/go.mod h1:TvPlkZtksWOMsz7fbANvkp4WM8x/WCo/om8BMLbz+aE=
 golang.org/x/text v0.14.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
 golang.org/x/text v0.15.0/go.mod h1:18ZOQIKpY8NJVqYksKHtTdi31H5itFRjB5/qKTNYzSU=
 golang.org/x/text v0.21.0/go.mod h1:4IBbMaMmOPCJ8SecivzSH54+73PCFmPWxNTLm+vZkEQ=
-golang.org/x/text v0.28.0 h1:rhazDwis8INMIwQ4tpjLDzUhx6RlXqZNPEM0huQojng=
-golang.org/x/text v0.28.0/go.mod h1:U8nCwOR8jO/marOQ0QbDiOngZVEBB7MAiitBuMjXiNU=
+golang.org/x/text v0.29.0 h1:1neNs90w9YzJ9BocxfsQNHKuAT4pkghyXc4nhZ6sJvk=
+golang.org/x/text v0.29.0/go.mod h1:7MhJOA9CD2qZyOKYazxdYMF85OwPdEr9jTtBpO7ydH4=
 golang.org/x/time v0.0.0-20181108054448-85acf8d2951c/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ=
 golang.org/x/time v0.0.0-20190308202827-9d24e82272b4/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ=
 golang.org/x/time v0.0.0-20191024005414-555d28b269f0/go.mod h1:tRJNPiyCQ0inRvYxbN9jk5I+vvW/OXSQhTDSoE431IQ=
@@ -1742,8 +1745,8 @@ golang.org/x/tools v0.6.0/go.mod h1:Xwgl3UAJ/d3gWutnCtw505GrjyAbvKui8lOU390QaIU=
 golang.org/x/tools v0.7.0/go.mod h1:4pg6aUX35JBAogB10C9AtvVL+qowtN4pT3CGSQex14s=
 golang.org/x/tools v0.13.0/go.mod h1:HvlwmtVNQAhOuCjW7xxvovg8wbNq7LwfXh/k7wXUl58=
 golang.org/x/tools v0.21.1-0.20240508182429-e35e4ccd0d2d/go.mod h1:aiJjzUbINMkxbQROHiO6hDPo2LHcIPhhQsa9DLh0yGk=
-golang.org/x/tools v0.35.0 h1:mBffYraMEf7aa0sB+NuKnuCy8qI/9Bughn8dC2Gu5r0=
-golang.org/x/tools v0.35.0/go.mod h1:NKdj5HkL/73byiZSJjqJgKn3ep7KjFkBOkR/Hps3VPw=
+golang.org/x/tools v0.36.0 h1:kWS0uv/zsvHEle1LbV5LE8QujrxB3wfQyxHfhOk0Qkg=
+golang.org/x/tools v0.36.0/go.mod h1:WBDiHKJK8YgLHlcQPYQzNCkUxUypCaa5ZegCVutKm+s=
 golang.org/x/xerrors v0.0.0-20190717185122-a985d3407aa7/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191011141410-1b5146add898/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
 golang.org/x/xerrors v0.0.0-20191204190536-9bdfabe68543/go.mod h1:I/5z698sn9Ka8TeJc9MKroUUfqBBauWjQqLJ2OPfmY0=
@@ -1821,8 +1824,8 @@ google.golang.org/api v0.108.0/go.mod h1:2Ts0XTHNVWxypznxWOYUeI4g3WdP9Pk2Qk58+a/
 google.golang.org/api v0.110.0/go.mod h1:7FC4Vvx1Mooxh8C5HWjzZHcavuS2f6pmJpZx60ca7iI=
 google.golang.org/api v0.111.0/go.mod h1:qtFHvU9mhgTJegR31csQ+rwxyUTHOKFqCKWp1J0fdw0=
 google.golang.org/api v0.114.0/go.mod h1:ifYI2ZsFK6/uGddGfAD5BMxlnkBqCmqHSDUVi45N5Yg=
-google.golang.org/api v0.248.0 h1:hUotakSkcwGdYUqzCRc5yGYsg4wXxpkKlW5ryVqvC1Y=
-google.golang.org/api v0.248.0/go.mod h1:yAFUAF56Li7IuIQbTFoLwXTCI6XCFKueOlS7S9e4F9k=
+google.golang.org/api v0.249.0 h1:0VrsWAKzIZi058aeq+I86uIXbNhm9GxSHpbmZ92a38w=
+google.golang.org/api v0.249.0/go.mod h1:dGk9qyI0UYPwO/cjt2q06LG/EhUpwZGdAbYF14wHHrQ=
 google.golang.org/appengine v1.1.0/go.mod h1:EbEs0AVv82hx2wNQdGPgUI5lhzA/G0D9YwlJXL52JkM=
 google.golang.org/appengine v1.4.0/go.mod h1:xpcJRLb0r/rnEns0DIKYYv+WjYCduHsrkT7/EB5XEv4=
 google.golang.org/appengine v1.5.0/go.mod h1:xpcJRLb0r/rnEns0DIKYYv+WjYCduHsrkT7/EB5XEv4=
@@ -2010,8 +2013,8 @@ google.golang.org/grpc v1.52.3/go.mod h1:pu6fVzoFb+NBYNAvQL08ic+lvB2IojljRYuun5v
 google.golang.org/grpc v1.53.0/go.mod h1:OnIrk0ipVdj4N5d9IUoFUx72/VlD7+jUsHwZgwSMQpw=
 google.golang.org/grpc v1.54.0/go.mod h1:PUSEXI6iWghWaB6lXM4knEgpJNu2qUcKfDtNci3EC2g=
 google.golang.org/grpc v1.56.3/go.mod h1:I9bI3vqKfayGqPUAwGdOSu7kt6oIJLixfffKrpXqQ9s=
-google.golang.org/grpc v1.74.2 h1:WoosgB65DlWVC9FqI82dGsZhWFNBSLjQ84bjROOpMu4=
-google.golang.org/grpc v1.74.2/go.mod h1:CtQ+BGjaAIXHs/5YS3i473GqwBBa1zGQNevxdeBEXrM=
+google.golang.org/grpc v1.75.0 h1:+TW+dqTd2Biwe6KKfhE5JpiYIBWq865PhKGSXiivqt4=
+google.golang.org/grpc v1.75.0/go.mod h1:JtPAzKiq4v1xcAB2hydNlWI2RnF85XXcV0mhKXr2ecQ=
 google.golang.org/grpc/cmd/protoc-gen-go-grpc v1.1.0/go.mod h1:6Kw0yEErY5E/yWrBtf03jp27GLLJujG4z/JK95pnjjw=
 google.golang.org/protobuf v0.0.0-20200109180630-ec00e32a8dfd/go.mod h1:DFci5gLYBciE7Vtevhsrf46CRTquxDuWsQurQQe4oz8=
 google.golang.org/protobuf v0.0.0-20200221191635-4d8936d0db64/go.mod h1:kwYJMbMJ01Woi6D6+Kah6886xMZcty6N08ah7+eCXa0=
@@ -2037,7 +2040,6 @@ gopkg.in/check.v1 v1.0.0-20180628173108-788fd7840127/go.mod h1:Co6ibVJAznAaIkqp8
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=
 gopkg.in/errgo.v2 v2.1.0/go.mod h1:hNsd1EY+bozCKY1Ytp96fpM3vjJbqLJn88ws8XvfDNI=
-gopkg.in/ini.v1 v1.61.0/go.mod h1:pNLf8WUiyNEtQjuu5G5vTm06TEv9tsIgeAvK8hOrP4k=
 gopkg.in/ini.v1 v1.67.0 h1:Dgnx+6+nfE+IfzjUEISNeydPJh9AXNNsWbGP9KzCsOA=
 gopkg.in/ini.v1 v1.67.0/go.mod h1:pNLf8WUiyNEtQjuu5G5vTm06TEv9tsIgeAvK8hOrP4k=
 gopkg.in/yaml.v2 v2.2.2/go.mod h1:hI93XBmqTisBFMUTm0b8Fm+jr3Dg1NNxqwp+5A1VGuI=
@@ -2106,8 +2108,8 @@ modernc.org/opt v0.1.4/go.mod h1:03fq9lsNfvkYSfxrfUhZCWPk1lm4cq4N+Bh//bEtgns=
 modernc.org/sortutil v1.2.1 h1:+xyoGf15mM3NMlPDnFqrteY07klSFxLElE2PVuWIJ7w=
 modernc.org/sortutil v1.2.1/go.mod h1:7ZI3a3REbai7gzCLcotuw9AC4VZVpYMjDzETGsSMqJE=
 modernc.org/sqlite v1.18.1/go.mod h1:6ho+Gow7oX5V+OiOQ6Tr4xeqbx13UZ6t+Fw9IRUG4d4=
-modernc.org/sqlite v1.38.2 h1:Aclu7+tgjgcQVShZqim41Bbw9Cho0y/7WzYptXqkEek=
-modernc.org/sqlite v1.38.2/go.mod h1:cPTJYSlgg3Sfg046yBShXENNtPrWrDX8bsbAQBzgQ5E=
+modernc.org/sqlite v1.39.0 h1:6bwu9Ooim0yVYA7IZn9demiQk/Ejp0BtTjBWFLymSeY=
+modernc.org/sqlite v1.39.0/go.mod h1:cPTJYSlgg3Sfg046yBShXENNtPrWrDX8bsbAQBzgQ5E=
 modernc.org/strutil v1.1.1/go.mod h1:DE+MQQ/hjKBZS2zNInV5hhcipt5rLPWkmpbGeW5mmdw=
 modernc.org/strutil v1.1.3/go.mod h1:MEHNA7PdEnEwLvspRMtWTNnp2nnyvMfkimT1NKNAGbw=
 modernc.org/strutil v1.2.1 h1:UneZBkQA+DX2Rp35KcM69cSsNES9ly8mQWD71HKlOA0=

internal/prebuiltconfigs/prebuiltconfigs_test.go

@@ -22,21 +22,30 @@ import (
 
 var expectedToolSources = []string{
 	"alloydb-postgres-admin",
+	"alloydb-postgres-observability",
 	"alloydb-postgres",
 	"bigquery",
 	"clickhouse",
+	"cloud-sql-mssql-admin",
+	"cloud-sql-mssql-observability",
 	"cloud-sql-mssql",
+	"cloud-sql-mysql-admin",
+	"cloud-sql-mysql-observability",
 	"cloud-sql-mysql",
+	"cloud-sql-postgres-admin",
+	"cloud-sql-postgres-observability",
 	"cloud-sql-postgres",
 	"dataplex",
 	"firestore",
 	"looker",
 	"mssql",
 	"mysql",
+	"neo4j",
 	"oceanbase",
 	"postgres",
 	"spanner-postgres",
 	"spanner",
+	"sqlite",
 }
 
 func TestGetPrebuiltSources(t *testing.T) {
@@ -84,11 +93,18 @@ func TestLoadPrebuiltToolYAMLs(t *testing.T) {
 
 func TestGetPrebuiltTool(t *testing.T) {
 	alloydb_admin_config, _ := Get("alloydb-postgres-admin")
+	alloydb_observability_config, _ := Get("alloydb-postgres-observability")
 	alloydb_config, _ := Get("alloydb-postgres")
 	bigquery_config, _ := Get("bigquery")
 	clickhouse_config, _ := Get("clickhouse")
+	cloudsqlpg_observability_config, _ := Get("cloud-sql-postgres-observability")
 	cloudsqlpg_config, _ := Get("cloud-sql-postgres")
+	cloudsqlpg_admin_config, _ := Get("cloud-sql-postgres-admin")
+	cloudsqlmysql_admin_config, _ := Get("cloud-sql-mysql-admin")
+	cloudsqlmssql_admin_config, _ := Get("cloud-sql-mssql-admin")
+	cloudsqlmysql_observability_config, _ := Get("cloud-sql-mysql-observability")
 	cloudsqlmysql_config, _ := Get("cloud-sql-mysql")
+	cloudsqlmssql_observability_config, _ := Get("cloud-sql-mssql-observability")
 	cloudsqlmssql_config, _ := Get("cloud-sql-mssql")
 	dataplex_config, _ := Get("dataplex")
 	firestoreconfig, _ := Get("firestore")
@@ -98,24 +114,47 @@ func TestGetPrebuiltTool(t *testing.T) {
 	postgresconfig, _ := Get("postgres")
 	spanner_config, _ := Get("spanner")
 	spannerpg_config, _ := Get("spanner-postgres")
+	sqlite_config, _ := Get("sqlite")
+	neo4jconfig, _ := Get("neo4j")
 	if len(alloydb_admin_config) <= 0 {
 		t.Fatalf("unexpected error: could not fetch alloydb prebuilt tools yaml")
 	}
 	if len(alloydb_config) <= 0 {
 		t.Fatalf("unexpected error: could not fetch alloydb prebuilt tools yaml")
 	}
+	if len(alloydb_observability_config) <= 0 {
+		t.Fatalf("unexpected error: could not fetch alloydb-observability prebuilt tools yaml")
+	}
 	if len(bigquery_config) <= 0 {
 		t.Fatalf("unexpected error: could not fetch bigquery prebuilt tools yaml")
 	}
 	if len(clickhouse_config) <= 0 {
 		t.Fatalf("unexpected error: could not fetch clickhouse prebuilt tools yaml")
 	}
+	if len(cloudsqlpg_observability_config) <= 0 {
+		t.Fatalf("unexpected error: could not fetch cloud sql pg observability prebuilt tools yaml")
+	}
 	if len(cloudsqlpg_config) <= 0 {
 		t.Fatalf("unexpected error: could not fetch cloud sql pg prebuilt tools yaml")
 	}
+	if len(cloudsqlpg_admin_config) <= 0 {
+		t.Fatalf("unexpected error: could not fetch cloud sql pg admin prebuilt tools yaml")
+	}
+	if len(cloudsqlmysql_admin_config) <= 0 {
+		t.Fatalf("unexpected error: could not fetch cloud sql mysql admin prebuilt tools yaml")
+	}
+	if len(cloudsqlmysql_observability_config) <= 0 {
+		t.Fatalf("unexpected error: could not fetch cloud sql mysql observability prebuilt tools yaml")
+	}
 	if len(cloudsqlmysql_config) <= 0 {
 		t.Fatalf("unexpected error: could not fetch cloud sql mysql prebuilt tools yaml")
 	}
+	if len(cloudsqlmssql_observability_config) <= 0 {
+		t.Fatalf("unexpected error: could not fetch cloud sql mssql observability prebuilt tools yaml")
+	}
+	if len(cloudsqlmssql_admin_config) <= 0 {
+		t.Fatalf("unexpected error: could not fetch cloud sql mssql admin prebuilt tools yaml")
+	}
 	if len(cloudsqlmssql_config) <= 0 {
 		t.Fatalf("unexpected error: could not fetch cloud sql mssql prebuilt tools yaml")
 	}
@@ -143,6 +182,12 @@ func TestGetPrebuiltTool(t *testing.T) {
 	if len(spannerpg_config) <= 0 {
 		t.Fatalf("unexpected error: could not fetch spanner pg prebuilt tools yaml")
 	}
+	if len(sqlite_config) <= 0 {
+		t.Fatalf("unexpected error: could not fetch sqlite prebuilt tools yaml")
+	}
+	if len(neo4jconfig) <= 0 {
+		t.Fatalf("unexpected error: could not fetch neo4j prebuilt tools yaml")
+	}
 }
 
 func TestFailGetPrebuiltTool(t *testing.T) {

internal/prebuiltconfigs/tools/alloydb-postgres-admin.yaml

@@ -1,3 +1,17 @@
+# 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.
+
 sources:
   alloydb-api-source:
     kind: http
@@ -5,8 +19,10 @@ sources:
     headers:
       Authorization: Bearer ${API_KEY}
       Content-Type: application/json
+  alloydb-admin-source:
+    kind: alloydb-admin
 tools:
-  alloydb-create-cluster:
+  create_cluster:
     kind: http
     source: alloydb-api-source
     method: POST
@@ -48,14 +64,14 @@ tools:
       - name: user
         type: string
         description: "The name for the initial superuser. If not provided, it defaults to 'postgres'. The initial database will always be named 'postgres'."
-  alloydb-operations-get:
+  wait_for_operation:
     kind: alloydb-wait-for-operation
     description: "This will poll on operations API until the operation is done. For checking operation status we need projectId, locationID and operationId. Once instance is created give follow up steps on how to use the variables to bring data plane MCP server up in local and remote setup."
     delay: 1s
     maxDelay: 4m
     multiplier: 2
     maxRetries: 10
-  alloydb-create-instance:
+  create_instance:
     kind: http
     source: alloydb-api-source
     method: POST
@@ -114,56 +130,19 @@ tools:
         type: string
         description: "The full resource name of the primary cluster for a SECONDARY instance. Required only if instanceType is SECONDARY. Otherwise don't ask"
         default: ""
-  alloydb-list-clusters:
-      kind: http
-      source: alloydb-api-source
-      method: GET
-      path: /v1/projects/{{.projectId}}/locations/{{.locationId}}/clusters
+  list_clusters:
+      kind: alloydb-list-clusters
+      source: alloydb-admin-source
       description: "Lists all AlloyDB clusters in a given project and location."
-      pathParams:
-        - name: projectId
-          type: string
-          description: "The GCP project ID to list clusters for."
-        - name: locationId
-          type: string
-          description: "The location to list clusters in (e.g., 'us-central1'). Use '-' to list clusters across all locations."
-          default: "-"
-  alloydb-list-instances:
-    kind: http
-    source: alloydb-api-source
-    method: GET
-    path: /v1/projects/{{.projectId}}/locations/{{.locationId}}/clusters/{{.clusterId}}/instances
+  list_instances:
+    kind: alloydb-list-instances
+    source: alloydb-admin-source
     description: "Lists all AlloyDB instances within a specific cluster."
-    pathParams:
-      - name: projectId
-        type: string
-        description: "The GCP project ID."
-      - name: locationId
-        type: string
-        description: "The location of the cluster (e.g., 'us-central1'). Use '-' to get results for all regions."
-        default: "-"
-      - name: clusterId
-        type: string
-        description: "The ID of the cluster to list instances from. Use '-' to get results for all clusters."
-        default: "-"
-  alloydb-list-users:
-    kind: http
-    source: alloydb-api-source
-    method: GET
-    path: /v1/projects/{{.projectId}}/locations/{{.locationId}}/clusters/{{.clusterId}}/users
+  list_users:
+    kind: alloydb-list-users
+    source: alloydb-admin-source
     description: "Lists all database users within a specific AlloyDB cluster."
-    pathParams:
-      - name: projectId
-        type: string
-        description: "The GCP project ID."
-      - name: locationId
-        type: string
-        description: "The location of the cluster (e.g., 'us-central1')."
-        default: us-central1
-      - name: clusterId
-        type: string
-        description: "The ID of the cluster to list users from."
-  alloydb-create-user:
+  create_user:
     kind: http
     source: alloydb-api-source
     method: POST
@@ -210,13 +189,28 @@ tools:
         type: string
         description: "The type of user to create. Valid values are: USER_TYPE_UNSPECIFIED, ALLOYDB_BUILT_IN, ALLOYDB_IAM_USER."
         default: "ALLOYDB_BUILT_IN"
+  get_cluster:
+    kind: alloydb-get-cluster
+    source: alloydb-admin-source
+    description: "Retrieves details of a specific AlloyDB cluster."
+  get_instance:
+    kind: alloydb-get-instance
+    source: alloydb-admin-source
+    description: "Retrieves details of a specific AlloyDB instance."
+  get_user:
+    kind: alloydb-get-user
+    source: alloydb-admin-source
+    description: "Retrieves details of a specific AlloyDB user."
         
 toolsets:
-  alloydb-postgres-admin-tools:
-    - alloydb-create-cluster
-    - alloydb-operations-get
-    - alloydb-create-instance
-    - alloydb-list-clusters
-    - alloydb-list-instances
-    - alloydb-list-users
-    - alloydb-create-user
+  alloydb_postgres_admin_tools:
+    - create_cluster
+    - wait_for_operation
+    - create_instance
+    - list_clusters
+    - list_instances
+    - list_users
+    - create_user
+    - get_cluster
+    - get_instance
+    - get_user

internal/prebuiltconfigs/tools/alloydb-postgres-observability.yaml

@@ -0,0 +1,121 @@
+# 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.
+sources:
+  cloud-monitoring-source:
+    kind: cloud-monitoring
+tools:
+  get_system_metrics:
+    kind: cloud-monitoring-query-prometheus
+    source: cloud-monitoring-source
+    description: |
+      Fetches system level cloudmonitoring data (timeseries metrics) for an AlloyDB cluster, instance.
+      To use this tool, you must provide the Google Cloud `projectID` and a PromQL `query`.
+
+      Generate the PromQL `query` for AlloyDB system metrics using the provided metrics and rules. Get labels like `cluster_id` and `instance_id` from the user's intent.
+
+      Defaults:
+      1. Interval: Use a default interval of `5m` for `_over_time` aggregation functions unless a different window is specified by the user.
+
+      PromQL Query Examples:
+      1. Basic Time Series: `avg_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","instance_id"="alloydb-instance"}[5m])`
+      2. Top K: `topk(30, avg_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","instance_id"="alloydb-instance"}[5m]))`
+      3. Mean: `avg(avg_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","instance_id"="my-instance","cluster_id"="my-cluster"}[5m]))`
+      4. Minimum: `min(min_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","instance_id"="alloydb-instance","cluster_id"="alloydb-cluster"}[5m]))`
+      5. Maximum: `max(max_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","instance_id"="alloydb-instance","cluster_id"="alloydb-cluster"}[5m]))`
+      6. Sum: `sum(avg_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","instance_id"="alloydb-instance","cluster_id"="alloydb-cluster"}[5m]))`
+      7. Count streams: `count(avg_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","instance_id"="alloydb-instance","cluster_id"="alloydb-cluster"}[5m]))`
+      8. Percentile with groupby on instanceid, clusterid: `quantile by ("instance_id","cluster_id")(0.99,avg_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","cluster_id"="my-cluster","instance_id"="my-instance"}[5m]))`
+
+      Available Metrics List: metricname. description. monitored resource. labels
+      1. `alloydb.googleapis.com/instance/cpu/average_utilization`: The percentage of CPU being used on an instance. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      2. `alloydb.googleapis.com/instance/cpu/maximum_utilization`: Maximum CPU utilization across all currently serving nodes of the instance from 0 to 100. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      3. `alloydb.googleapis.com/cluster/storage/usage`: The total AlloyDB storage in bytes across the entire cluster. `alloydb.googleapis.com/Cluster`. `cluster_id`.
+      4. `alloydb.googleapis.com/instance/postgres/replication/replicas`: The number of read replicas connected to the primary instance. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`, `state`, `replica_instance_id`.
+      5. `alloydb.googleapis.com/instance/postgres/replication/maximum_lag`: The maximum replication time lag calculated across all serving read replicas of the instance. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`, `replica_instance_id`.
+      6. `alloydb.googleapis.com/instance/memory/min_available_memory`: The minimum available memory across all currently serving nodes of the instance. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      7. `alloydb.googleapis.com/instance/postgres/instances`: The number of nodes in the instance, along with their status, which can be either up or down. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`, `status`.
+      8. `alloydb.googleapis.com/database/postgresql/tuples`: Number of tuples (rows) by state per database in the instance. `alloydb.googleapis.com/Database`. `cluster_id`, `instance_id`, `database`, `state`.
+      9. `alloydb.googleapis.com/database/postgresql/temp_bytes_written_for_top_databases`: The total amount of data(in bytes) written to temporary files by the queries per database for top 500 dbs. `alloydb.googleapis.com/Database`. `cluster_id`, `instance_id`, `database`.
+      10. `alloydb.googleapis.com/database/postgresql/temp_files_written_for_top_databases`: The number of temporary files used for writing data per database while performing internal algorithms like join, sort etc for top 500 dbs. `alloydb.googleapis.com/Database`. `cluster_id`, `instance_id`, `database`.
+      11. `alloydb.googleapis.com/database/postgresql/inserted_tuples_count_for_top_databases`: The total number of rows inserted per db for top 500 dbs as a result of the queries in the instance. `alloydb.googleapis.com/Database`. `cluster_id`, `instance_id`, `database`.
+      12. `alloydb.googleapis.com/database/postgresql/updated_tuples_count_for_top_databases`: The total number of rows updated per db for top 500 dbs as a result of the queries in the instance. `alloydb.googleapis.com/Database`. `cluster_id`, `instance_id`, `database`.
+      13. `alloydb.googleapis.com/database/postgresql/deleted_tuples_count_for_top_databases`: The total  number of rows deleted per db for top 500 dbs as a result of the queries in the instance. `alloydb.googleapis.com/Database`. `cluster_id`, `instance_id`, `database`.
+      14. `alloydb.googleapis.com/database/postgresql/backends_for_top_databases`: The current number of connections per database to the instance for top 500 dbs. `alloydb.googleapis.com/Database`. `cluster_id`, `instance_id`, `database`.
+      15. `alloydb.googleapis.com/instance/postgresql/backends_by_state`: The current number of connections to the instance grouped by the state like idle, active, idle_in_transaction, idle_in_transaction_aborted, disabled, and fastpath_function_call. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`, `state`.
+      16. `alloydb.googleapis.com/instance/postgresql/backends_for_top_applications`: The current number of connections to the AlloyDB instance, grouped by applications for top 500 applications. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`, `application_name`.
+      17. `alloydb.googleapis.com/database/postgresql/new_connections_for_top_databases`: Total number of new connections added per database for top 500 databases to the instance. `alloydb.googleapis.com/Database`. `cluster_id`, `instance_id`, `database`.
+      18. `alloydb.googleapis.com/database/postgresql/deadlock_count_for_top_databases`: Total number of deadlocks detected in the instance per database for top 500 dbs. `alloydb.googleapis.com/Database`. `cluster_id`, `instance_id`, `database`.
+      19. `alloydb.googleapis.com/database/postgresql/statements_executed_count`: Total count of statements executed in the instance per database per operation_type. `alloydb.googleapis.com/Database`. `cluster_id`, `instance_id`, `database`, `operation_type`.
+      20. `alloydb.googleapis.com/instance/postgresql/returned_tuples_count`: Number of rows scanned while processing the queries in the instance since the last sample. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      21. `alloydb.googleapis.com/instance/postgresql/fetched_tuples_count`: Number of rows fetched while processing the queries in the instance since the last sample. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      22. `alloydb.googleapis.com/instance/postgresql/updated_tuples_count`: Number of rows updated while processing the queries in the instance since the last sample. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      23. `alloydb.googleapis.com/instance/postgresql/inserted_tuples_count`: Number of rows inserted while processing the queries in the instance since the last sample. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      24. `alloydb.googleapis.com/instance/postgresql/deleted_tuples_count`: Number of rows deleted while processing the queries in the instance since the last sample. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      25. `alloydb.googleapis.com/instance/postgresql/written_tuples_count`: Number of rows written while processing the queries in the instance since the last sample. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      26. `alloydb.googleapis.com/instance/postgresql/deadlock_count`: Number of deadlocks detected in the instance. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      27. `alloydb.googleapis.com/instance/postgresql/blks_read`: Number of blocks read by Postgres that were not in the buffer cache. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      28. `alloydb.googleapis.com/instance/postgresql/blks_hit`: Number of times Postgres found the requested block in the buffer cache. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      29. `alloydb.googleapis.com/instance/postgresql/temp_bytes_written_count`: The total amount of data(in bytes) written to temporary files by the queries while performing internal algorithms like join, sort etc. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      30. `alloydb.googleapis.com/instance/postgresql/temp_files_written_count`: The number of temporary files used for writing data in the instance while performing internal algorithms like join, sort etc. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      31. `alloydb.googleapis.com/instance/postgresql/new_connections_count`: The number new connections added to the instance. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+      32. `alloydb.googleapis.com/instance/postgresql/wait_count`: Total number of times processes waited for each wait event in the instance. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`, `wait_event_type`, `wait_event_name`.
+      33. `alloydb.googleapis.com/instance/postgresql/wait_time`: Total elapsed wait time for each wait event in the instance. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`, `wait_event_type`, `wait_event_name`.
+      34. `alloydb.googleapis.com/instance/postgres/transaction_count`: The number of committed and rolled back transactions across all serving nodes of the instance. `alloydb.googleapis.com/Instance`. `cluster_id`, `instance_id`.
+
+  get_query_metrics:
+    kind: cloud-monitoring-query-prometheus
+    source: cloud-monitoring-source
+    description: |
+      Fetches query level cloudmonitoring data (timeseries metrics) for queries running in an AlloyDB instance.
+      To use this tool, you must provide the Google Cloud `projectId` and a PromQL `query`.
+
+      Generate the PromQL `query` for AlloyDB query metrics using the provided metrics and rules. Get labels like `cluster_id`, `instance_id`, and `query_hash` from the user's intent. If `query_hash` is provided, use the per-query metrics.
+
+      Defaults:
+      1. Interval: Use a default interval of `5m` for `_over_time` aggregation functions unless a different window is specified by the user.
+
+      PromQL Query Examples:
+      1. Basic Time Series: `avg_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","instance_id"="alloydb-instance"}[5m])`
+      2. Top K: `topk(30, avg_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","instance_id"="alloydb-instance"}[5m]))`
+      3. Mean: `avg(avg_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","instance_id"="my-instance","cluster_id"="my-cluster"}[5m]))`
+      4. Minimum: `min(min_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","instance_id"="alloydb-instance","cluster_id"="alloydb-cluster"}[5m]))`
+      5. Maximum: `max(max_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","instance_id"="alloydb-instance","cluster_id"="alloydb-cluster"}[5m]))`
+      6. Sum: `sum(avg_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","instance_id"="alloydb-instance","cluster_id"="alloydb-cluster"}[5m]))`
+      7. Count streams: `count(avg_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","instance_id"="alloydb-instance","cluster_id"="alloydb-cluster"}[5m]))`
+      8. Percentile with groupby on instanceid, clusterid: `quantile by ("instance_id","cluster_id")(0.99,avg_over_time({"__name__"="alloydb.googleapis.com/instance/cpu/average_utilization","monitored_resource"="alloydb.googleapis.com/Instance","cluster_id"="my-cluster","instance_id"="my-instance"}[5m]))`
+
+      Available Metrics List: metricname. description. monitored resource. labels. aggregate is the aggregated values for all query stats, Use aggregate metrics if query id is not provided. For perquery metrics do not fetch querystring unless specified by user specifically. Have the aggregation on query hash to avoid fetching the querystring. Do not use latency metrics for anything.
+      1. `alloydb.googleapis.com/database/postgresql/insights/aggregate/latencies`: Aggregated query latency distribution. `alloydb.googleapis.com/Database`. `user`, `client_addr`.
+      2. `alloydb.googleapis.com/database/postgresql/insights/aggregate/execution_time`: Accumulated aggregated query execution time since the last sample. `alloydb.googleapis.com/Database`. `user`, `client_addr`.
+      3. `alloydb.googleapis.com/database/postgresql/insights/aggregate/io_time`: Accumulated aggregated IO time since the last sample. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `io_type`.
+      4. `alloydb.googleapis.com/database/postgresql/insights/aggregate/lock_time`: Accumulated aggregated lock wait time since the last sample. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `lock_type`.
+      5. `alloydb.googleapis.com/database/postgresql/insights/aggregate/row_count`: Aggregated number of retrieved or affected rows since the last sample. `alloydb.googleapis.com/Database`. `user`, `client_addr`.
+      6. `alloydb.googleapis.com/database/postgresql/insights/aggregate/shared_blk_access_count`: Aggregated shared blocks accessed by statement execution. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `access_type`.
+      7. `alloydb.googleapis.com/database/postgresql/insights/perquery/latencies`: Per query latency distribution. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `querystring`, `query_hash`.
+      8. `alloydb.googleapis.com/database/postgresql/insights/perquery/execution_time`: Accumulated execution times per user per database per query. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `querystring`, `query_hash`.
+      9. `alloydb.googleapis.com/database/postgresql/insights/perquery/io_time`: Accumulated IO time since the last sample per query. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `io_type`, `querystring`, `query_hash`.
+      10. `alloydb.googleapis.com/database/postgresql/insights/perquery/lock_time`: Accumulated lock wait time since the last sample per query. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `lock_type`, `querystring`, `query_hash`.
+      11. `alloydb.googleapis.com/database/postgresql/insights/perquery/row_count`: The number of retrieved or affected rows since the last sample per query. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `querystring`, `query_hash`.
+      12. `alloydb.googleapis.com/database/postgresql/insights/perquery/shared_blk_access_count`: Shared blocks accessed by statement execution per query. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `access_type`, `querystring`, `query_hash`.
+      13. `alloydb.googleapis.com/database/postgresql/insights/pertag/latencies`: Query latency distribution. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `action`, `application`, `controller`, `db_driver`, `framework`, `route`, `tag_hash`.
+      14. `alloydb.googleapis.com/database/postgresql/insights/pertag/execution_time`: Accumulated execution times since the last sample. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `action`, `application`, `controller`, `db_driver`, `framework`, `route`, `tag_hash`.
+      15. `alloydb.googleapis.com/database/postgresql/insights/pertag/io_time`: Accumulated IO time since the last sample per tag. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `action`, `application`, `controller`, `db_driver`, `framework`, `route`, `io_type`, `tag_hash`.
+      16. `alloydb.googleapis.com/database/postgresql/insights/pertag/lock_time`: Accumulated lock wait time since the last sample per tag. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `action`, `application`, `controller`, `db_driver`, `framework`, `route`, `lock_type`, `tag_hash`.
+      17. `alloydb.googleapis.com/database/postgresql/insights/pertag/shared_blk_access_count`: Shared blocks accessed by statement execution per tag. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `action`, `application`, `controller`, `db_driver`, `framework`, `route`, `access_type`, `tag_hash`.
+      18. `alloydb.googleapis.com/database/postgresql/insights/pertag/row_count`: The number of retrieved or affected rows since the last sample per tag. `alloydb.googleapis.com/Database`. `user`, `client_addr`, `action`, `application`, `controller`, `db_driver`, `framework`, `route`, `tag_hash`.
+
+toolsets:
+  alloydb_postgres_cloud_monitoring_tools:
+    - get_system_metrics
+    - get_query_metrics

internal/prebuiltconfigs/tools/alloydb-postgres.yaml

@@ -1,3 +1,17 @@
+# 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.
+
 sources:
     alloydb-pg-source:
         kind: "alloydb-postgres"
@@ -6,8 +20,9 @@ sources:
         cluster: ${ALLOYDB_POSTGRES_CLUSTER}
         instance: ${ALLOYDB_POSTGRES_INSTANCE}
         database: ${ALLOYDB_POSTGRES_DATABASE}
-        user: ${ALLOYDB_POSTGRES_USER}
-        password: ${ALLOYDB_POSTGRES_PASSWORD}
+        user: ${ALLOYDB_POSTGRES_USER:}
+        password: ${ALLOYDB_POSTGRES_PASSWORD:}
+        ipType: ${ALLOYDB_POSTGRES_IP_TYPE:public}
 
 tools:
     execute_sql:
@@ -16,95 +31,11 @@ tools:
         description: Use this tool to execute sql.
 
     list_tables:
-        kind: postgres-sql
+        kind: postgres-list-tables
         source: alloydb-pg-source
         description: "Lists detailed schema information (object type, columns, constraints, indexes, triggers, owner, comment) as JSON for user-created tables (ordinary or partitioned). Filters by a comma-separated list of names. If names are omitted, lists all tables in user schemas."
-        statement: |
-            WITH desired_relkinds AS (
-                SELECT ARRAY['r', 'p']::char[] AS kinds -- Always consider both 'TABLE' and 'PARTITIONED TABLE'
-            ),
-            table_info AS (
-                SELECT
-                    t.oid AS table_oid,
-                    ns.nspname AS schema_name,
-                    t.relname AS table_name,
-                    pg_get_userbyid(t.relowner) AS table_owner,
-                    obj_description(t.oid, 'pg_class') AS table_comment,
-                    t.relkind AS object_kind
-                FROM
-                    pg_class t
-                JOIN
-                    pg_namespace ns ON ns.oid = t.relnamespace
-                CROSS JOIN desired_relkinds dk
-                WHERE
-                    t.relkind = ANY(dk.kinds) -- Filter by selected table relkinds ('r', 'p')
-                    AND (NULLIF(TRIM($1), '') IS NULL OR t.relname = ANY(string_to_array($1,','))) -- $1 is object_names
-                    AND ns.nspname NOT IN ('pg_catalog', 'information_schema', 'pg_toast')
-                    AND ns.nspname NOT LIKE 'pg_temp_%' AND ns.nspname NOT LIKE 'pg_toast_temp_%'
-            ),
-            columns_info AS (
-                SELECT
-                    att.attrelid AS table_oid, att.attname AS column_name, format_type(att.atttypid, att.atttypmod) AS data_type,
-                    att.attnum AS column_ordinal_position, att.attnotnull AS is_not_nullable,
-                    pg_get_expr(ad.adbin, ad.adrelid) AS column_default, col_description(att.attrelid, att.attnum) AS column_comment
-                FROM pg_attribute att LEFT JOIN pg_attrdef ad ON att.attrelid = ad.adrelid AND att.attnum = ad.adnum
-                JOIN table_info ti ON att.attrelid = ti.table_oid WHERE att.attnum > 0 AND NOT att.attisdropped
-            ),
-            constraints_info AS (
-                SELECT
-                    con.conrelid AS table_oid, con.conname AS constraint_name, pg_get_constraintdef(con.oid) AS constraint_definition,
-                    CASE con.contype WHEN 'p' THEN 'PRIMARY KEY' WHEN 'f' THEN 'FOREIGN KEY' WHEN 'u' THEN 'UNIQUE' WHEN 'c' THEN 'CHECK' ELSE con.contype::text END AS constraint_type,
-                    (SELECT array_agg(att.attname ORDER BY u.attposition) FROM unnest(con.conkey) WITH ORDINALITY AS u(attnum, attposition) JOIN pg_attribute att ON att.attrelid = con.conrelid AND att.attnum = u.attnum) AS constraint_columns,
-                    NULLIF(con.confrelid, 0)::regclass AS foreign_key_referenced_table,
-                    (SELECT array_agg(att.attname ORDER BY u.attposition) FROM unnest(con.confkey) WITH ORDINALITY AS u(attnum, attposition) JOIN pg_attribute att ON att.attrelid = con.confrelid AND att.attnum = u.attnum WHERE con.contype = 'f') AS foreign_key_referenced_columns
-                FROM pg_constraint con JOIN table_info ti ON con.conrelid = ti.table_oid
-            ),
-            indexes_info AS (
-                SELECT
-                    idx.indrelid AS table_oid, ic.relname AS index_name, pg_get_indexdef(idx.indexrelid) AS index_definition,
-                    idx.indisunique AS is_unique, idx.indisprimary AS is_primary, am.amname AS index_method,
-                    (SELECT array_agg(att.attname ORDER BY u.ord) FROM unnest(idx.indkey::int[]) WITH ORDINALITY AS u(colidx, ord) LEFT JOIN pg_attribute att ON att.attrelid = idx.indrelid AND att.attnum = u.colidx WHERE u.colidx <> 0) AS index_columns
-                FROM pg_index idx JOIN pg_class ic ON ic.oid = idx.indexrelid JOIN pg_am am ON am.oid = ic.relam JOIN table_info ti ON idx.indrelid = ti.table_oid
-            ),
-            triggers_info AS (
-                SELECT tg.tgrelid AS table_oid, tg.tgname AS trigger_name, pg_get_triggerdef(tg.oid) AS trigger_definition, tg.tgenabled AS trigger_enabled_state
-                FROM pg_trigger tg JOIN table_info ti ON tg.tgrelid = ti.table_oid WHERE NOT tg.tgisinternal
-            )
-            SELECT
-                ti.schema_name,
-                ti.table_name AS object_name,
-                CASE
-                  WHEN $2 = 'simple' THEN
-                      -- IF format is 'simple', return basic JSON
-                      json_build_object('name', ti.table_name)
-                  ELSE
-                    json_build_object(
-                        'schema_name', ti.schema_name,
-                        'object_name', ti.table_name,
-                        'object_type', CASE ti.object_kind
-                                        WHEN 'r' THEN 'TABLE'
-                                        WHEN 'p' THEN 'PARTITIONED TABLE'
-                                        ELSE ti.object_kind::text -- Should not happen due to WHERE clause
-                                    END,
-                        'owner', ti.table_owner,
-                        'comment', ti.table_comment,
-                        'columns', COALESCE((SELECT json_agg(json_build_object('column_name',ci.column_name,'data_type',ci.data_type,'ordinal_position',ci.column_ordinal_position,'is_not_nullable',ci.is_not_nullable,'column_default',ci.column_default,'column_comment',ci.column_comment) ORDER BY ci.column_ordinal_position) FROM columns_info ci WHERE ci.table_oid = ti.table_oid), '[]'::json),
-                        'constraints', COALESCE((SELECT json_agg(json_build_object('constraint_name',cons.constraint_name,'constraint_type',cons.constraint_type,'constraint_definition',cons.constraint_definition,'constraint_columns',cons.constraint_columns,'foreign_key_referenced_table',cons.foreign_key_referenced_table,'foreign_key_referenced_columns',cons.foreign_key_referenced_columns)) FROM constraints_info cons WHERE cons.table_oid = ti.table_oid), '[]'::json),
-                        'indexes', COALESCE((SELECT json_agg(json_build_object('index_name',ii.index_name,'index_definition',ii.index_definition,'is_unique',ii.is_unique,'is_primary',ii.is_primary,'index_method',ii.index_method,'index_columns',ii.index_columns)) FROM indexes_info ii WHERE ii.table_oid = ti.table_oid), '[]'::json),
-                        'triggers', COALESCE((SELECT json_agg(json_build_object('trigger_name',tri.trigger_name,'trigger_definition',tri.trigger_definition,'trigger_enabled_state',tri.trigger_enabled_state)) FROM triggers_info tri WHERE tri.table_oid = ti.table_oid), '[]'::json)
-                    ) 
-                END AS object_details
-            FROM table_info ti ORDER BY ti.schema_name, ti.table_name;
-        parameters:
-            - name: table_names
-              type: string
-              description: "Optional: A comma-separated list of table names. If empty, details for all tables in user-accessible schemas will be listed."
-            - name: output_format
-              type: string
-              description: "Optional: Use 'simple' to return table names only or use 'detailed' to return the full information schema."
-              default: "detailed"
 
 toolsets:
-    alloydb-postgres-database-tools:
+    alloydb_postgres_database_tools:
         - execute_sql
         - list_tables

internal/prebuiltconfigs/tools/bigquery.yaml

@@ -1,9 +1,30 @@
+# 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.
+
 sources:
   bigquery-source:
     kind: "bigquery"
     project: ${BIGQUERY_PROJECT}
+    location: ${BIGQUERY_LOCATION:}
+    useClientOAuth: ${BIGQUERY_USE_CLIENT_OAUTH:false}
 
 tools:
+  analyze_contribution:
+    kind: bigquery-analyze-contribution
+    source: bigquery-source
+    description: Use this tool to analyze the contribution about changes to key metrics in multi-dimensional data.
+
   ask_data_insights:
     kind: bigquery-conversational-analytics
     source: bigquery-source
@@ -43,7 +64,8 @@ tools:
     description: Use this tool to list tables.
 
 toolsets:
-  bigquery-database-tools:
+  bigquery_database_tools:
+    - analyze_contribution
     - ask_data_insights
     - execute_sql
     - forecast

internal/prebuiltconfigs/tools/clickhouse.yaml

@@ -1,3 +1,16 @@
+# 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.
 sources:
   clickhouse-source:
     kind: clickhouse
@@ -14,6 +27,12 @@ tools:
     source: clickhouse-source
     description: Use this tool to execute SQL.
 
+  list_databases:
+    kind: clickhouse-list-databases
+    source: clickhouse-source
+    description: Use this tool to list all databases in ClickHouse.
+
 toolsets:
-  clickhouse-database-tools:
+  clickhouse_database_tools:
     - execute_sql
+    - list_databases

internal/prebuiltconfigs/tools/cloud-sql-mssql-admin.yaml

@@ -0,0 +1,50 @@
+# 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.
+
+sources:
+  cloud-sql-admin-source:
+    kind: cloud-sql-admin
+
+tools:
+  create_instance:
+    kind: cloud-sql-mssql-create-instance
+    source: cloud-sql-admin-source
+  get_instance:
+    kind: cloud-sql-get-instance
+    source: cloud-sql-admin-source
+  list_instances:
+    kind: cloud-sql-list-instances
+    source: cloud-sql-admin-source
+  create_database:
+    kind: cloud-sql-create-database
+    source: cloud-sql-admin-source
+  list_databases:
+    kind: cloud-sql-list-databases
+    source: cloud-sql-admin-source
+  create_user:
+    kind: cloud-sql-create-users
+    source: cloud-sql-admin-source
+  wait_for_operation:
+    kind: cloud-sql-wait-for-operation
+    source: cloud-sql-admin-source
+
+toolsets:
+  cloud_sql_mssql_admin_tools:
+    - create_instance
+    - get_instance
+    - list_instances
+    - create_database
+    - list_databases
+    - create_user
+    - wait_for_operation

internal/prebuiltconfigs/tools/cloud-sql-mssql-observability.yaml

@@ -0,0 +1,76 @@
+# 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.
+sources:
+  cloud-monitoring-source:
+    kind: cloud-monitoring
+tools:
+  get_system_metrics:
+    kind: cloud-monitoring-query-prometheus
+    source: cloud-monitoring-source
+    description: |
+      Fetches system level cloudmonitoring data (timeseries metrics) for a SqlServer instance using a PromQL query. Take projectId and instanceId from the user for which the metrics timeseries data needs to be fetched.
+      To use this tool, you must provide the Google Cloud `projectId` and a PromQL `query`.
+
+      Generate PromQL `query` for SqlServer system metrics. Use the provided metrics and rules to construct queries, Get the labels like `instance_id` from user intent.
+
+      Defaults:
+      1. Interval: Use a default interval of `5m` for `_over_time` aggregation functions unless a different window is specified by the user.
+
+      PromQL Query Examples:
+      1. Basic Time Series: `avg_over_time({"__name__"="cloudsql.googleapis.com/database/cpu/utilization","monitored_resource"="cloudsql_database","project_id"="my-projectId","database_id"="my-projectId:my-instanceId"}[5m])`
+      2. Top K: `topk(30, avg_over_time({"__name__"="cloudsql.googleapis.com/database/cpu/utilization","monitored_resource"="cloudsql_database","project_id"="my-projectId","database_id"="my-projectId:my-instanceId"}[5m]))`
+      3. Mean: `avg(avg_over_time({"__name__"="cloudsql.googleapis.com/database/cpu/utilization","monitored_resource"="cloudsql_database","project_id"="my-projectId","database_id"="my-projectId:my-instanceId"}[5m]))`
+      4. Minimum: `min(min_over_time({"__name__"="cloudsql.googleapis.com/database/cpu/utilization","monitored_resource"="cloudsql_database","project_id"="my-projectId","database_id"="my-projectId:my-instanceId"}[5m]))`
+      5. Maximum: `max(max_over_time({"__name__"="cloudsql.googleapis.com/database/cpu/utilization","monitored_resource"="cloudsql_database","project_id"="my-projectId","database_id"="my-projectId:my-instanceId"}[5m]))`
+      6. Sum: `sum(avg_over_time({"__name__"="cloudsql.googleapis.com/database/cpu/utilization","monitored_resource"="cloudsql_database","project_id"="my-projectId","database_id"="my-projectId:my-instanceId"}[5m]))`
+      7. Count streams: `count(avg_over_time({"__name__"="cloudsql.googleapis.com/database/cpu/utilization","monitored_resource"="cloudsql_database","project_id"="my-projectId","database_id"="my-projectId:my-instanceId"}[5m]))`
+      8. Percentile with groupby on database_id: `quantile by ("database_id")(0.99,avg_over_time({"__name__"="cloudsql.googleapis.com/database/cpu/utilization","monitored_resource"="cloudsql_database","project_id"="my-projectId","database_id"="my-projectId:my-instanceId"}[5m]))`
+
+      Available Metrics List: metricname. description. monitored resource. labels. database_id is actually the instance id and the format is `project_id:instance_id`. 
+      1. `cloudsql.googleapis.com/database/cpu/utilization`: Current CPU utilization as a percentage of the reserved CPU. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      2. `cloudsql.googleapis.com/database/memory/usage`: RAM usage in bytes, excluding buffer/cache. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      3. `cloudsql.googleapis.com/database/memory/total_usage`: Total RAM usage in bytes, including buffer/cache. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      4. `cloudsql.googleapis.com/database/disk/bytes_used`: Data utilization in bytes. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      5. `cloudsql.googleapis.com/database/disk/quota`: Maximum data disk size in bytes. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      6. `cloudsql.googleapis.com/database/disk/read_ops_count`: Delta count of data disk read IO operations. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      7. `cloudsql.googleapis.com/database/disk/write_ops_count`: Delta count of data disk write IO operations. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      8. `cloudsql.googleapis.com/database/network/received_bytes_count`: Delta count of bytes received through the network. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      9. `cloudsql.googleapis.com/database/network/sent_bytes_count`: Delta count of bytes sent through the network. `cloudsql_database`. `destination`, `database`, `project_id`, `database_id`.
+      10. `cloudsql.googleapis.com/database/sqlserver/memory/buffer_cache_hit_ratio`: Current percentage of pages found in the buffer cache without reading from disk. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      11. `cloudsql.googleapis.com/database/sqlserver/memory/memory_grants_pending`: Current number of processes waiting for a workspace memory grant. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      12. `cloudsql.googleapis.com/database/sqlserver/memory/free_list_stall_count`: Total number of requests that waited for a free page. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      13. `cloudsql.googleapis.com/database/swap/pages_swapped_in_count`: Total count of pages swapped in from disk since the system was booted. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      14. `cloudsql.googleapis.com/database/swap/pages_swapped_out_count`: Total count of pages swapped out to disk since the system was booted. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      15. `cloudsql.googleapis.com/database/sqlserver/memory/checkpoint_page_count`: Total number of pages flushed to disk by a checkpoint. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      16. `cloudsql.googleapis.com/database/sqlserver/memory/lazy_write_count`: Total number of buffers written by the buffer manager's lazy writer. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      17. `cloudsql.googleapis.com/database/sqlserver/memory/page_life_expectancy`: Current number of seconds a page will stay in the buffer pool. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      18. `cloudsql.googleapis.com/database/sqlserver/memory/page_operation_count`: Total number of physical database page reads or writes. `cloudsql_database`. `operation`, `database`, `project_id`, `database_id`.
+      19. `cloudsql.googleapis.com/database/sqlserver/transactions/page_split_count`: Total number of page splits from overflowing index pages. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      20. `cloudsql.googleapis.com/database/sqlserver/transactions/deadlock_count`: Total number of lock requests that resulted in a deadlock. `cloudsql_database`. `locked_resource`, `database`, `project_id`, `database_id`.
+      21. `cloudsql.googleapis.com/database/sqlserver/transactions/transaction_count`: Total number of transactions started. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      22. `cloudsql.googleapis.com/database/sqlserver/transactions/batch_request_count`: Total number of Transact-SQL command batches received. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      23. `cloudsql.googleapis.com/database/sqlserver/transactions/sql_compilation_count`: Total number of SQL compilations. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      24. `cloudsql.googleapis.com/database/sqlserver/transactions/sql_recompilation_count`: Total number of SQL recompilations. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      25. `cloudsql.googleapis.com/database/sqlserver/connections/processes_blocked`: Current number of blocked processes. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      26. `cloudsql.googleapis.com/database/sqlserver/transactions/lock_wait_time`: Total time lock requests were waiting for locks. `cloudsql_database`. `locked_resource`, `database`, `project_id`, `database_id`.
+      27. `cloudsql.googleapis.com/database/sqlserver/transactions/lock_wait_count`: Total number of lock requests that required the caller to wait. `cloudsql_database`. `locked_resource`, `database`, `project_id`, `database_id`.
+      28. `cloudsql.googleapis.com/database/network/connections`: Number of connections to databases on the instance. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      29. `cloudsql.googleapis.com/database/sqlserver/connections/login_attempt_count`: Total number of login attempts since the last server restart. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      30. `cloudsql.googleapis.com/database/sqlserver/connections/logout_count`: Total number of logout operations since the last server restart. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      31. `cloudsql.googleapis.com/database/sqlserver/connections/connection_reset_count`: Total number of logins started from the connection pool since the last server restart. `cloudsql_database`. `database`, `project_id`, `database_id`.
+      32. `cloudsql.googleapis.com/database/sqlserver/transactions/full_scan_count`: Total number of unrestricted full scans (base-table or full-index). `cloudsql_database`. `database`, `project_id`, `database_id`.
+
+toolsets:
+  cloud-sql-mssql-cloud-monitoring-tools:
+    - get_system_metrics