chore: add preprocessing layer to convert tools file

chore!: update kind field to type
feat(prebuilt/alloydb-postgres): support ipType and IAM users (#1324 )
2026-01-11 08:28:11 -05:00 · 2025-09-05 17:40:07 -07:00 · 2025-09-04 19:16:53 -07:00 · 2025-09-04 21:36:03 +00:00 · 2025-09-04 21:22:03 +00:00 · 2025-09-04 21:00:05 +00:00
399 changed files with 9135 additions and 3368 deletions
--- a/.ci/integration.cloudbuild.yaml
+++ b/.ci/integration.cloudbuild.yaml
@@ -152,25 +152,25 @@ steps:
          bigquery \
          bigquery

-  # - id: "dataplex"
-  #   name: golang:1
-  #   waitFor: ["compile-test-binary"]
-  #   entrypoint: /bin/bash
-  #   env:
-  #     - "GOPATH=/gopath"
-  #     - "DATAPLEX_PROJECT=$PROJECT_ID"
-  #     - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-  #   secretEnv: ["CLIENT_ID"]
-  #   volumes:
-  #     - name: "go"
-  #       path: "/gopath"
-  #   args:
-  #     - -c
-  #     - |
-  #       .ci/test_with_coverage.sh \
-  #         "Dataplex" \
-  #         dataplex \
-  #         dataplex
+  - id: "dataplex"
+    name: golang:1
+    waitFor: ["compile-test-binary"]
+    entrypoint: /bin/bash
+    env:
+      - "GOPATH=/gopath"
+      - "DATAPLEX_PROJECT=$PROJECT_ID"
+      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
+    secretEnv: ["CLIENT_ID"]
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    args:
+      - -c
+      - |
+        .ci/test_with_coverage.sh \
+          "Dataplex" \
+          dataplex \
+          dataplex

  - id: "postgres"
    name: golang:1
@@ -464,7 +464,7 @@ steps:
          "OceanBase" \
          oceanbase \
          oceanbase
-          
+
  - id: "firestore"
    name: golang:1
    waitFor: ["compile-test-binary"]
@@ -575,6 +575,28 @@ steps:
          firebird \
          firebirdsql firebirdexecutesql

+  - id: "clickhouse"
+    name : golang:1
+    waitFor: ["compile-test-binary"]
+    entrypoint: /bin/bash
+    env:
+      - "GOPATH=/gopath"
+      - "CLICKHOUSE_DATABASE=$_CLICKHOUSE_DATABASE"
+      - "CLICKHOUSE_PORT=$_CLICKHOUSE_PORT"
+      - "CLICKHOUSE_PROTOCOL=$_CLICKHOUSE_PROTOCOL"
+      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
+    secretEnv: ["CLICKHOUSE_HOST", "CLICKHOUSE_USER", "CLIENT_ID"]
+    volumes:
+      - name: "go"
+        path: "/gopath"
+    args:
+      - -c
+      - |
+        .ci/test_with_coverage.sh \
+          "ClickHouse" \
+          clickhouse \
+          clickhouse
+
  - id: "trino"
    name: golang:1
    waitFor: ["compile-test-binary"]
@@ -660,6 +682,10 @@ availableSecrets:
      env: TIDB_USER
    - versionName: projects/$PROJECT_ID/secrets/tidb_pass/versions/latest
      env: TIDB_PASS
+    - versionName: projects/$PROJECT_ID/secrets/clickhouse_host/versions/latest
+      env: CLICKHOUSE_HOST
+    - versionName: projects/$PROJECT_ID/secrets/clickhouse_user/versions/latest
+      env: CLICKHOUSE_USER
    - versionName: projects/$PROJECT_ID/secrets/firebird_user/versions/latest
      env: FIREBIRD_USER
    - versionName: projects/$PROJECT_ID/secrets/firebird_pass/versions/latest
@@ -707,6 +733,9 @@ substitutions:
  _LOOKER_VERIFY_SSL: "true"
  _TIDB_HOST: 127.0.0.1
  _TIDB_PORT: "4000"
+  _CLICKHOUSE_DATABASE: "default"
+  _CLICKHOUSE_PORT: "8123"
+  _CLICKHOUSE_PROTOCOL: "http"
  _FIREBIRD_HOST: 127.0.0.1
  _FIREBIRD_PORT: "3050"
  _TRINO_HOST: 127.0.0.1
--- a/.github/PULL_REQUEST_TEMPLATE.md
+++ b/.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>
--- a/.github/header-checker-lint.yaml
+++ b/.github/header-checker-lint.yaml
@@ -20,3 +20,5 @@ sourceFileExtensions:
  - 'go'
  - 'yaml'
  - 'yml'
+ignoreFiles:
+  - 'docs/en/getting-started/quickstart/**'
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,36 @@
 # Changelog

+## [0.13.0](https://github.com/googleapis/genai-toolbox/compare/v0.12.0...v0.13.0) (2025-08-27)
+
+### ⚠ BREAKING CHANGES
+
+* **prebuilt/alloydb:** Add bearer token support for alloydb-wait-for-operation ([#1183](https://github.com/googleapis/genai-toolbox/issues/1183))
+
+
+### Features
+
+* Add capability to set default for environment variable in config ([#1248](https://github.com/googleapis/genai-toolbox/issues/1248)) ([5bcd52e](https://github.com/googleapis/genai-toolbox/commit/5bcd52e7dcd0773ded723585f4abe29d044e1540))
+* **firebird:** Add Firebird SQL 2.5+ source and tool ([#1011](https://github.com/googleapis/genai-toolbox/issues/1011)) ([4f6b806](https://github.com/googleapis/genai-toolbox/commit/4f6b806de947efc4e12bdb50dff7781aedb7b966))
+* **oceanbase:** Add Oceanbase source and tool  ([#895](https://github.com/googleapis/genai-toolbox/issues/895)) ([6fc4982](https://github.com/googleapis/genai-toolbox/commit/6fc49826d43f46c84028e752ebebddf3d94b3d13))
+* **server/mcp:** Support `ping` mechanism ([#1178](https://github.com/googleapis/genai-toolbox/issues/1178)) ([5dcc66c](https://github.com/googleapis/genai-toolbox/commit/5dcc66c84fa72c75ec50a9ac5198018212ec2979))
+* **server:** Fail-fast on environment variable substitution ([#1177](https://github.com/googleapis/genai-toolbox/issues/1177)) ([212aaba](https://github.com/googleapis/genai-toolbox/commit/212aaba74c8b431de8a5f7b9822a0af4afcaaa0e))
+* **server:** Implement Tool call auth error propagation ([#1235](https://github.com/googleapis/genai-toolbox/issues/1235)) ([b94a021](https://github.com/googleapis/genai-toolbox/commit/b94a021ca11c6637cf8038449483b5e75f2012b3))
+* **sources/bigquery:** Add support for user-credential passthrough  ([#1067](https://github.com/googleapis/genai-toolbox/issues/1067)) ([650e2e2](https://github.com/googleapis/genai-toolbox/commit/650e2e26f51bff75ce66343f64944d0a89a58b69))
+* **tool/looker:** Add support for `description` field in looker tool ([#1199](https://github.com/googleapis/genai-toolbox/issues/1199)) ([97f0dd2](https://github.com/googleapis/genai-toolbox/commit/97f0dd2acf26caf28ecad65abea8779c196a27f1))
+* **tools/bigquery-ask-data-insights:** Add bigquery `ask-data-insights` tool ([#932](https://github.com/googleapis/genai-toolbox/issues/932)) ([7651357](https://github.com/googleapis/genai-toolbox/commit/7651357d424a2b6656d8b6818cebc5c8a86ed053))
+* **tools/bigquery-forecast:** Add bigqueryforecast tool ([#1148](https://github.com/googleapis/genai-toolbox/issues/1148)) ([2ad0ccf](https://github.com/googleapis/genai-toolbox/commit/2ad0ccf83df542340087742468d6762f81eedee6))
+* **tools/firestore-add-documents:** Add firestore-add-documents tool ([#1107](https://github.com/googleapis/genai-toolbox/issues/1107)) ([ee4a70a](https://github.com/googleapis/genai-toolbox/commit/ee4a70a0e82b346b07b5b4c60dfa060da2273f50))
+* **tools/firestore-update-document:** Add firestore-update-document tool ([#1191](https://github.com/googleapis/genai-toolbox/issues/1191)) ([0010123](https://github.com/googleapis/genai-toolbox/commit/00101232a39c70288aac5715649c184858d351e3))
+* **tools/looker:** Control over whether hidden objects are surfaced ([#1222](https://github.com/googleapis/genai-toolbox/issues/1222)) ([bc91559](https://github.com/googleapis/genai-toolbox/commit/bc91559cc4e5b20385b84cc562b624fabf7e47a8))
+* **trino:** Add Trino source and tools ([#948](https://github.com/googleapis/genai-toolbox/issues/948)) ([7dd123b](https://github.com/googleapis/genai-toolbox/commit/7dd123b3d76b8eb2b74b5d960959c1f90684b37e))
+
+
+### Bug Fixes
+
+* **tools/looker:** Lookergetdashboards uses proper Authorized helper func ([#1255](https://github.com/googleapis/genai-toolbox/issues/1255)) ([00866bc](https://github.com/googleapis/genai-toolbox/commit/00866bc7fc33115c547213e60316ae889735fdbb))
+* **tools/mongodb-find-one:** ProjectPayload unmarshaling ([#1167](https://github.com/googleapis/genai-toolbox/issues/1167)) ([8ea6a98](https://github.com/googleapis/genai-toolbox/commit/8ea6a98bd9096ba97722e5f807366887e864004f))
+* **tools/mysql:** Fix encoded text for mysql ([#1161](https://github.com/googleapis/genai-toolbox/issues/1161)) ([a37cfa8](https://github.com/googleapis/genai-toolbox/commit/a37cfa841d151b9995d4fab73cfc5e4d30d2cc57)), closes [#840](https://github.com/googleapis/genai-toolbox/issues/840)
+
 ## [0.12.0](https://github.com/googleapis/genai-toolbox/compare/v0.11.0...v0.12.0) (2025-08-14)


--- a/CONTRIBUTING.md
+++ b/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).
@@ -66,7 +75,7 @@ implementation](https://github.com/googleapis/genai-toolbox/blob/main/internal/s
 * **Implement the
  [`SourceConfig`](https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/internal/sources/sources.go#L57)
  interface**. This interface requires two methods:
-  * `SourceConfigKind() string`: Returns a unique string identifier for your
+  * `SourceConfigType() string`: Returns a unique string identifier for your
    data source (e.g., `"newdb"`).
  * `Initialize(ctx context.Context, tracer trace.Tracer) (Source, error)`:
    Creates a new instance of your data source and establishes a connection to
@@ -74,11 +83,11 @@ implementation](https://github.com/googleapis/genai-toolbox/blob/main/internal/s
 * **Implement the
  [`Source`](https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/internal/sources/sources.go#L63)
  interface**. This interface requires one method:
-  * `SourceKind() string`: Returns the same string identifier as `SourceConfigKind()`.
+  * `SourceType() string`: Returns the same string identifier as `SourceConfigType()`.
 * **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

 We recommend looking at an [example tool
 implementation](https://github.com/googleapis/genai-toolbox/tree/main/internal/tools/postgres/postgressql).
@@ -91,7 +100,7 @@ tools.
 * **Implement the
  [`ToolConfig`](https://github.com/googleapis/genai-toolbox/blob/fd300dc606d88bf9f7bba689e2cee4e3565537dd/internal/tools/tools.go#L61)
  interface**. This interface requires one method:
-  * `ToolConfigKind() string`: Returns a unique string identifier for your tool
+  * `ToolConfigType() string`: Returns a unique string identifier for your tool
    (e.g., `"newdb"`).
  * `Initialize(sources map[string]Source) (Tool, error)`: Creates a new
    instance of your tool and validates that it can connect to the specified
@@ -111,7 +120,7 @@ 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 +162,7 @@ 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 +172,7 @@ 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 +186,7 @@ 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
@@ -206,7 +215,7 @@ resources.
  | style           | Update src code, with only formatting and whitespace updates (e.g. code formatter or linter changes). |

  Pull requests should always add scope whenever possible. The scope is
-  formatted as `<scope-type>/<scope-kind>` (e.g., `sources/postgres`, or
+  formatted as `<scope-type>/<scope-type>` (e.g., `sources/postgres`, or
  `tools/mssql-sql`).
  
  Ideally, **each PR covers only one scope**, if this is
@@ -218,4 +227,4 @@ 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`).
--- a/README.md
+++ b/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=0.12.0
+export VERSION=0.13.0
 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=0.12.0
+export VERSION=0.13.0
 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@v0.12.0
+go install github.com/googleapis/genai-toolbox@v0.13.0
 ```
 <!-- {x-release-please-end} -->

@@ -165,22 +165,66 @@ go install github.com/googleapis/genai-toolbox@v0.12.0
 [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
@@ -681,7 +726,7 @@ For more details on configuring different types of sources, see the
 ### Tools

 The `tools` section of a `tools.yaml` define the actions an agent can take: what
-kind of tool it is, which source(s) it affects, what parameters it uses, etc.
+type of tool it is, which source(s) it affects, what parameters it uses, etc.

 ```yaml
 tools:
--- a/cmd/root.go
+++ b/cmd/root.go
@@ -15,6 +15,7 @@
 package cmd

 import (
+	"bytes"
 	"context"
 	_ "embed"
 	"fmt"
@@ -43,6 +44,7 @@ import (

 	// Import tool packages for side effect of registration
 	_ "github.com/googleapis/genai-toolbox/internal/tools/alloydbainl"
+	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryconversationalanalytics"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigqueryforecast"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerygetdatasetinfo"
@@ -51,6 +53,8 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/bigquery/bigquerylisttableids"
 	_ "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/clickhousesql"
 	_ "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"
@@ -119,6 +123,7 @@ import (
 	_ "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/cloudsqlmssql"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqlmysql"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/cloudsqlpg"
@@ -215,6 +220,9 @@ func NewCommand(opts ...Option) *Command {
 		o(cmd)
 	}

+	// Do not print Usage on runtime error
+	cmd.SilenceUsage = true
+
 	// Set server version
 	cmd.cfg.Version = versionString

@@ -264,8 +272,9 @@ type ToolsFile struct {
 }

 // parseEnv replaces environment variables ${ENV_NAME} with their values.
+// also support ${ENV_NAME:default_value}.
 func parseEnv(input string) (string, error) {
-	re := regexp.MustCompile(`\$\{(\w+)\}`)
+	re := regexp.MustCompile(`\$\{(\w+)(:(\w*))?\}`)

 	var err error
 	output := re.ReplaceAllStringFunc(input, func(match string) string {
@@ -276,12 +285,85 @@ func parseEnv(input string) (string, error) {
 		if value, found := os.LookupEnv(variableName); found {
 			return value
 		}
+		if parts[2] != "" {
+			return parts[3]
+		}
 		err = fmt.Errorf("environment variable not found: %q", variableName)
 		return ""
 	})
 	return output, err
 }

+func convertToolsFile(ctx context.Context, raw []byte) ([]byte, error) {
+	logger, err := util.LoggerFromContext(ctx)
+	if err != nil {
+		panic(err)
+	}
+
+	keysToCheck := []string{"sources", "authServices", "authSources", "tools", "toolsets"}
+	var input map[string]any
+	if err := yaml.Unmarshal(raw, &input); err != nil {
+		return nil, fmt.Errorf("error unmarshaling tools file: %s", err)
+	}
+
+	// convert to tools file v2
+	var toolsFileV1 bool
+	var buf bytes.Buffer
+	for _, kind := range keysToCheck {
+		resource, ok := input[kind]
+		if !ok {
+			// if this is skipped for all keys, the tools file is in v2
+			continue
+		}
+		toolsFileV1 = true
+		// convert `authSources` to `authServices`
+		if kind == "authSources" {
+			logger.WarnContext(ctx, "`authSources` is deprecated, use `authServices` instead")
+			kind = "authServices"
+		}
+		r, ok := resource.(map[string]any)
+		if !ok {
+			return nil, fmt.Errorf("'%s' is not a map", kind)
+		}
+
+		for name, d := range r {
+			buf.WriteString(fmt.Sprintf("kind: %s\n", kind))
+			buf.WriteString(fmt.Sprintf("name: %s\n", name))
+
+			if kind == "toolsets" {
+				b, err := yaml.Marshal(d)
+				if err != nil {
+					return nil, fmt.Errorf("error marshaling: %s", err)
+				}
+				buf.WriteString(fmt.Sprintf("tools:\n%s", b))
+			} else {
+				fields, ok := d.(map[string]any)
+				if !ok {
+					return nil, fmt.Errorf("fields for %s is not a map", name)
+				}
+				// Copy all existing fields, renaming 'kind' to 'type'.
+				buf.WriteString(fmt.Sprintf("type: %s\n", fields["kind"]))
+				for key, value := range fields {
+					if key == "kind" {
+						continue
+					}
+					o := map[string]any{key: value}
+					b, err := yaml.Marshal(o)
+					if err != nil {
+						return nil, fmt.Errorf("error marshaling: %s", err)
+					}
+					buf.Write(b)
+				}
+			}
+			buf.WriteString("---\n")
+		}
+	}
+	if !toolsFileV1 {
+		return raw, nil
+	}
+	return buf.Bytes(), nil
+}
+
 // parseToolsFile parses the provided yaml into appropriate configs.
 func parseToolsFile(ctx context.Context, raw []byte) (ToolsFile, error) {
 	var toolsFile ToolsFile
@@ -829,7 +911,7 @@ func run(cmd *Command) error {
 		}
 		cmd.logger.InfoContext(ctx, "Server ready to serve!")
 		if cmd.cfg.UI {
-			cmd.logger.InfoContext(ctx, fmt.Sprintf("Toolbox UI is up and running at: http://localhost:%d/ui", cmd.cfg.Port))
+			cmd.logger.InfoContext(ctx, fmt.Sprintf("Toolbox UI is up and running at: http://%s:%d/ui", cmd.cfg.Address, cmd.cfg.Port))
 		}

 		go func() {
--- a/cmd/root_test.go
+++ b/cmd/root_test.go
@@ -23,6 +23,7 @@ import (
 	"os"
 	"path"
 	"path/filepath"
+	"reflect"
 	"regexp"
 	"runtime"
 	"strings"
@@ -31,6 +32,7 @@ import (

 	"github.com/google/go-cmp/cmp"

+	yaml "github.com/goccy/go-yaml"
 	"github.com/googleapis/genai-toolbox/internal/auth/google"
 	"github.com/googleapis/genai-toolbox/internal/log"
 	"github.com/googleapis/genai-toolbox/internal/prebuiltconfigs"
@@ -206,6 +208,72 @@ func TestServerConfigFlags(t *testing.T) {
 	}
 }

+func TestParseEnv(t *testing.T) {
+	tcs := []struct {
+		desc      string
+		env       map[string]string
+		in        string
+		want      string
+		err       bool
+		errString string
+	}{
+		{
+			desc:      "without default without env",
+			in:        "${FOO}",
+			want:      "",
+			err:       true,
+			errString: `environment variable not found: "FOO"`,
+		},
+		{
+			desc: "without default with env",
+			env: map[string]string{
+				"FOO": "bar",
+			},
+			in:   "${FOO}",
+			want: "bar",
+		},
+		{
+			desc: "with empty default",
+			in:   "${FOO:}",
+			want: "",
+		},
+		{
+			desc: "with default",
+			in:   "${FOO:bar}",
+			want: "bar",
+		},
+		{
+			desc: "with default with env",
+			env: map[string]string{
+				"FOO": "hello",
+			},
+			in:   "${FOO:bar}",
+			want: "hello",
+		},
+	}
+	for _, tc := range tcs {
+		t.Run(tc.desc, func(t *testing.T) {
+			if tc.env != nil {
+				for k, v := range tc.env {
+					t.Setenv(k, v)
+				}
+			}
+			got, err := parseEnv(tc.in)
+			if tc.err {
+				if err == nil {
+					t.Fatalf("expected error not found")
+				}
+				if tc.errString != err.Error() {
+					t.Fatalf("incorrect error string: got %s, want %s", err, tc.errString)
+				}
+			}
+			if tc.want != got {
+				t.Fatalf("unexpected want: got %s, want %s", got, tc.want)
+			}
+		})
+	}
+}
+
 func TestToolFileFlag(t *testing.T) {
 	tcs := []struct {
 		desc string
@@ -389,6 +457,200 @@ func TestDefaultLogLevel(t *testing.T) {
 	}
 }

+func TestConvertToolsFile(t *testing.T) {
+	ctx, cancelCtx := context.WithTimeout(context.Background(), time.Minute)
+	defer cancelCtx()
+	pr, pw := io.Pipe()
+	defer pw.Close()
+	defer pr.Close()
+
+	logger, err := log.NewStdLogger(pw, pw, "DEBUG")
+	if err != nil {
+		t.Fatalf("failed to setup logger %s", err)
+	}
+	ctx = util.WithLogger(ctx, logger)
+
+	tcs := []struct {
+		desc   string
+		in     string
+		want   string
+		isErr  bool
+		errStr string
+	}{
+		{
+			desc: "basic convert",
+			in: `
+            sources:
+                my-pg-instance:
+                    kind: cloud-sql-postgres
+                    project: my-project
+                    region: my-region
+                    instance: my-instance
+                    database: my_db
+                    user: my_user
+                    password: my_pass
+            tools:
+                example_tool:
+                    kind: postgres-sql
+                    source: my-pg-instance
+                    description: some description
+                    statement: |
+                        SELECT * FROM SQL_STATEMENT;
+                    parameters:
+                        - name: country
+                          type: string
+                          description: some description
+            toolsets:
+                example_toolset:
+                    - example_tool`,
+			want: `
+kind: sources
+name: my-pg-instance
+type: cloud-sql-postgres
+project: my-project
+region: my-region
+instance: my-instance
+database: my_db
+user: my_user
+password: my_pass
+---
+kind: tools
+name: example_tool
+type: postgres-sql
+source: my-pg-instance
+description: some description
+statement: |
+    SELECT * FROM SQL_STATEMENT;
+parameters:
+- name: country
+  type: string
+  description: some description
+---
+kind: toolsets
+name: example_toolset
+tools:
+- example_tool`,
+		},
+		{
+			desc: "no convertion needed",
+			in: `
+kind: sources
+name: my-pg-instance
+type: cloud-sql-postgres
+project: my-project
+region: my-region
+instance: my-instance
+database: my_db
+user: my_user
+password: my_pass
+---
+kind: tools
+name: example_tool
+type: postgres-sql
+source: my-pg-instance
+description: some description
+statement: |
+    SELECT * FROM SQL_STATEMENT;
+parameters:
+- name: country
+  type: string
+  description: some description
+---
+kind: toolsets
+name: example_toolset
+tools:
+- example_tool`,
+			want: `
+kind: sources
+name: my-pg-instance
+type: cloud-sql-postgres
+project: my-project
+region: my-region
+instance: my-instance
+database: my_db
+user: my_user
+password: my_pass
+---
+kind: tools
+name: example_tool
+type: postgres-sql
+source: my-pg-instance
+description: some description
+statement: |
+    SELECT * FROM SQL_STATEMENT;
+parameters:
+- name: country
+  type: string
+  description: some description
+---
+kind: toolsets
+name: example_toolset
+tools:
+- example_tool`,
+		},
+		{
+			desc:   "invalid source",
+			in:     `sources: invalid`,
+			isErr:  true,
+			errStr: "'sources' is not a map",
+		},
+		{
+			desc:   "invalid toolset",
+			in:     `toolsets: invalid`,
+			isErr:  true,
+			errStr: "'toolsets' is not a map",
+		},
+	}
+	for _, tc := range tcs {
+		t.Run(tc.desc, func(t *testing.T) {
+			output, err := convertToolsFile(ctx, []byte(tc.in))
+			if tc.isErr {
+				if err == nil {
+					t.Fatalf("missing error: %s", tc.errStr)
+				}
+				if err.Error() != tc.errStr {
+					t.Fatalf("invalid error string: got %s, want %s", err, tc.errStr)
+				}
+				return
+			}
+			if err != nil {
+				t.Fatalf("unexpected error: %s", err)
+			}
+
+			outputObj, err := unmarshalYAMLUtil(output)
+			if err != nil {
+				t.Fatalf("unexpected error: %s", err)
+			}
+
+			wantObj, err := unmarshalYAMLUtil([]byte(tc.want))
+			if err != nil {
+				t.Fatalf("unexpected error: %s", err)
+			}
+			if !reflect.DeepEqual(outputObj, wantObj) {
+				t.Fatalf("incorrect output: got %s, want %s", outputObj, wantObj)
+			}
+		})
+	}
+}
+
+// unmarshalYAMLUtil decodes a multi-document YAML string into a slice of generic maps.
+func unmarshalYAMLUtil(yamlStr []byte) ([]map[string]any, error) {
+	decoder := yaml.NewDecoder(bytes.NewReader(yamlStr))
+	var docs []map[string]any
+	for {
+		var doc map[string]any
+		err := decoder.Decode(&doc)
+		if err != nil {
+			if err.Error() == "EOF" {
+				break
+			}
+			return nil, err
+		}
+		docs = append(docs, doc)
+	}
+	return docs, nil
+}
+
 func TestParseToolFile(t *testing.T) {
 	ctx, err := testutils.ContextWithNewLogger()
 	if err != nil {
@@ -430,7 +692,7 @@ func TestParseToolFile(t *testing.T) {
 				Sources: server.SourceConfigs{
 					"my-pg-instance": cloudsqlpgsrc.Config{
 						Name:     "my-pg-instance",
-						Kind:     cloudsqlpgsrc.SourceKind,
+						Type:     cloudsqlpgsrc.SourceType,
 						Project:  "my-project",
 						Region:   "my-region",
 						Instance: "my-instance",
@@ -443,7 +705,7 @@ func TestParseToolFile(t *testing.T) {
 				Tools: server.ToolConfigs{
 					"example_tool": postgressql.Config{
 						Name:        "example_tool",
-						Kind:        "postgres-sql",
+						Type:        "postgres-sql",
 						Source:      "my-pg-instance",
 						Description: "some description",
 						Statement:   "SELECT * FROM SQL_STATEMENT;\n",
@@ -549,7 +811,7 @@ func TestParseToolFileWithAuth(t *testing.T) {
 				Sources: server.SourceConfigs{
 					"my-pg-instance": cloudsqlpgsrc.Config{
 						Name:     "my-pg-instance",
-						Kind:     cloudsqlpgsrc.SourceKind,
+						Type:     cloudsqlpgsrc.SourceType,
 						Project:  "my-project",
 						Region:   "my-region",
 						Instance: "my-instance",
@@ -562,19 +824,19 @@ func TestParseToolFileWithAuth(t *testing.T) {
 				AuthServices: server.AuthServiceConfigs{
 					"my-google-service": google.Config{
 						Name:     "my-google-service",
-						Kind:     google.AuthServiceKind,
+						Type:     google.AuthServiceType,
 						ClientID: "my-client-id",
 					},
 					"other-google-service": google.Config{
 						Name:     "other-google-service",
-						Kind:     google.AuthServiceKind,
+						Type:     google.AuthServiceType,
 						ClientID: "other-client-id",
 					},
 				},
 				Tools: server.ToolConfigs{
 					"example_tool": postgressql.Config{
 						Name:         "example_tool",
-						Kind:         "postgres-sql",
+						Type:         "postgres-sql",
 						Source:       "my-pg-instance",
 						Description:  "some description",
 						Statement:    "SELECT * FROM SQL_STATEMENT;\n",
@@ -648,7 +910,7 @@ func TestParseToolFileWithAuth(t *testing.T) {
 				Sources: server.SourceConfigs{
 					"my-pg-instance": cloudsqlpgsrc.Config{
 						Name:     "my-pg-instance",
-						Kind:     cloudsqlpgsrc.SourceKind,
+						Type:     cloudsqlpgsrc.SourceType,
 						Project:  "my-project",
 						Region:   "my-region",
 						Instance: "my-instance",
@@ -661,19 +923,19 @@ func TestParseToolFileWithAuth(t *testing.T) {
 				AuthSources: server.AuthServiceConfigs{
 					"my-google-service": google.Config{
 						Name:     "my-google-service",
-						Kind:     google.AuthServiceKind,
+						Type:     google.AuthServiceType,
 						ClientID: "my-client-id",
 					},
 					"other-google-service": google.Config{
 						Name:     "other-google-service",
-						Kind:     google.AuthServiceKind,
+						Type:     google.AuthServiceType,
 						ClientID: "other-client-id",
 					},
 				},
 				Tools: server.ToolConfigs{
 					"example_tool": postgressql.Config{
 						Name:         "example_tool",
-						Kind:         "postgres-sql",
+						Type:         "postgres-sql",
 						Source:       "my-pg-instance",
 						Description:  "some description",
 						Statement:    "SELECT * FROM SQL_STATEMENT;\n",
@@ -749,7 +1011,7 @@ func TestParseToolFileWithAuth(t *testing.T) {
 				Sources: server.SourceConfigs{
 					"my-pg-instance": cloudsqlpgsrc.Config{
 						Name:     "my-pg-instance",
-						Kind:     cloudsqlpgsrc.SourceKind,
+						Type:     cloudsqlpgsrc.SourceType,
 						Project:  "my-project",
 						Region:   "my-region",
 						Instance: "my-instance",
@@ -762,19 +1024,19 @@ func TestParseToolFileWithAuth(t *testing.T) {
 				AuthServices: server.AuthServiceConfigs{
 					"my-google-service": google.Config{
 						Name:     "my-google-service",
-						Kind:     google.AuthServiceKind,
+						Type:     google.AuthServiceType,
 						ClientID: "my-client-id",
 					},
 					"other-google-service": google.Config{
 						Name:     "other-google-service",
-						Kind:     google.AuthServiceKind,
+						Type:     google.AuthServiceType,
 						ClientID: "other-client-id",
 					},
 				},
 				Tools: server.ToolConfigs{
 					"example_tool": postgressql.Config{
 						Name:         "example_tool",
-						Kind:         "postgres-sql",
+						Type:         "postgres-sql",
 						Source:       "my-pg-instance",
 						Description:  "some description",
 						Statement:    "SELECT * FROM SQL_STATEMENT;\n",
@@ -906,7 +1168,7 @@ func TestEnvVarReplacement(t *testing.T) {
 				Sources: server.SourceConfigs{
 					"my-http-instance": httpsrc.Config{
 						Name:           "my-http-instance",
-						Kind:           httpsrc.SourceKind,
+						Type:           httpsrc.SourceType,
 						BaseURL:        "http://test_server/",
 						Timeout:        "10s",
 						DefaultHeaders: map[string]string{"Authorization": "ACTUAL_HEADER"},
@@ -916,19 +1178,19 @@ func TestEnvVarReplacement(t *testing.T) {
 				AuthServices: server.AuthServiceConfigs{
 					"my-google-service": google.Config{
 						Name:     "my-google-service",
-						Kind:     google.AuthServiceKind,
+						Type:     google.AuthServiceType,
 						ClientID: "ACTUAL_CLIENT_ID",
 					},
 					"other-google-service": google.Config{
 						Name:     "other-google-service",
-						Kind:     google.AuthServiceKind,
+						Type:     google.AuthServiceType,
 						ClientID: "ACTUAL_CLIENT_ID_2",
 					},
 				},
 				Tools: server.ToolConfigs{
 					"example_tool": http.Config{
 						Name:         "example_tool",
-						Kind:         "http",
+						Type:         "http",
 						Source:       "my-instance",
 						Method:       "GET",
 						Path:         "search?name=alice&pet=cat",
@@ -1166,6 +1428,7 @@ func TestPrebuiltTools(t *testing.T) {
 	alloydb_admin_config, _ := prebuiltconfigs.Get("alloydb-postgres-admin")
 	alloydb_config, _ := prebuiltconfigs.Get("alloydb-postgres")
 	bigquery_config, _ := prebuiltconfigs.Get("bigquery")
+	clickhouse_config, _ := prebuiltconfigs.Get("clickhouse")
 	cloudsqlpg_config, _ := prebuiltconfigs.Get("cloud-sql-postgres")
 	cloudsqlmysql_config, _ := prebuiltconfigs.Get("cloud-sql-mysql")
 	cloudsqlmssql_config, _ := prebuiltconfigs.Get("cloud-sql-mssql")
@@ -1198,6 +1461,13 @@ func TestPrebuiltTools(t *testing.T) {
 	t.Setenv("ALLOYDB_POSTGRES_USER", "your_alloydb_user")
 	t.Setenv("ALLOYDB_POSTGRES_PASSWORD", "your_alloydb_password")

+	t.Setenv("CLICKHOUSE_PROTOCOL", "your_clickhouse_protocol")
+	t.Setenv("CLICKHOUSE_DATABASE", "your_clickhouse_database")
+	t.Setenv("CLICKHOUSE_PASSWORD", "your_clickhouse_password")
+	t.Setenv("CLICKHOUSE_USER", "your_clickhouse_user")
+	t.Setenv("CLICKHOUSE_HOST", "your_clickhosue_host")
+	t.Setenv("CLICKHOUSE_PORT", "8123")
+
 	t.Setenv("CLOUD_SQL_POSTGRES_PROJECT", "your_pg_project")
 	t.Setenv("CLOUD_SQL_POSTGRES_INSTANCE", "your_pg_instance")
 	t.Setenv("CLOUD_SQL_POSTGRES_DATABASE", "your_pg_db")
@@ -1279,7 +1549,17 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"bigquery-database-tools": tools.ToolsetConfig{
 					Name:      "bigquery-database-tools",
-					ToolNames: []string{"execute_sql", "forecast", "get_dataset_info", "get_table_info", "list_dataset_ids", "list_table_ids"},
+					ToolNames: []string{"ask_data_insights", "execute_sql", "forecast", "get_dataset_info", "get_table_info", "list_dataset_ids", "list_table_ids"},
+				},
+			},
+		},
+		{
+			name: "clickhouse prebuilt tools",
+			in:   clickhouse_config,
+			wantToolset: server.ToolsetConfigs{
+				"clickhouse-database-tools": tools.ToolsetConfig{
+					Name:      "clickhouse-database-tools",
+					ToolNames: []string{"execute_sql"},
 				},
 			},
 		},
--- a/cmd/version.txt
+++ b/cmd/version.txt
@@ -1 +1 @@
-0.12.0
+0.13.0
--- a/docs/en/concepts/telemetry/index.md
+++ b/docs/en/concepts/telemetry/index.md
@@ -64,7 +64,7 @@ The structured logging outputs log as JSON:
  "timestamp":"2024-11-04T16:45:11.987299-08:00",
  "severity":"ERROR",
  "logging.googleapis.com/sourceLocation":{...},
-  "message":"unable to parse tool file at \"tools.yaml\": \"cloud-sql-postgres1\" is not a valid kind of data source"
+  "message":"unable to parse tool file at \"tools.yaml\": \"cloud-sql-postgres1\" is not a valid type of data source"
 }
 ```

--- a/docs/en/getting-started/colab_quickstart.ipynb
+++ b/docs/en/getting-started/colab_quickstart.ipynb
@@ -234,7 +234,7 @@
      },
      "outputs": [],
      "source": [
-        "version = \"0.12.0\" # x-release-please-version\n",
+        "version = \"0.13.0\" # 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",
--- a/docs/en/getting-started/configure.md
+++ b/docs/en/getting-started/configure.md
@@ -22,6 +22,11 @@ etc., you could use environment variables instead with the format `${ENV_NAME}`.
  user: ${USER_NAME}
  password: ${PASSWORD}
 ```
+A default value can be specified like `${ENV_NAME:default}`.
+
+```yaml
+  port: ${DB_PORT:3306}
+```

 ### Sources

@@ -46,7 +51,7 @@ For more details on configuring different types of sources, see the
 ### Tools

 The `tools` section of your `tools.yaml` defines the actions your agent can
-take: what kind of tool it is, which source(s) it affects, what parameters it
+take: what type of tool it is, which source(s) it affects, what parameters it
 uses, etc.

 ```yaml
--- a/docs/en/getting-started/introduction/_index.md
+++ b/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=0.12.0
+export VERSION=0.13.0
 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=0.12.0
+export VERSION=0.13.0
 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@v0.12.0
+go install github.com/googleapis/genai-toolbox@v0.13.0
 ```

 {{% /tab %}}
--- a/docs/en/getting-started/local_quickstart.md
+++ b/docs/en/getting-started/local_quickstart.md
@@ -94,305 +94,23 @@ pip install google-genai
   code to create an agent:
    {{< tabpane persist=header >}}
 {{< tab header="ADK" lang="python" >}}
-from google.adk.agents import Agent
-from google.adk.runners import Runner
-from google.adk.sessions import InMemorySessionService
-from google.adk.artifacts.in_memory_artifact_service import InMemoryArtifactService
-from google.genai import types
-from toolbox_core import ToolboxSyncClient

-import asyncio
-import os
+{{< include "quickstart/python/adk/quickstart.py" >}}

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

-from langgraph.prebuilt import create_react_agent
+{{< include "quickstart/python/langchain/quickstart.py" >}}

-# TODO(developer): replace this with another import if needed
-
-from langchain_google_vertexai import ChatVertexAI
-
-# from langchain_google_genai import ChatGoogleGenerativeAI
-
-# from langchain_anthropic import ChatAnthropic
-
-from langgraph.checkpoint.memory import MemorySaver
-
-from toolbox_langchain import ToolboxClient
-
-prompt = """
-  You're a helpful hotel assistant. You handle hotel searching, booking and
-  cancellations. When the user searches for a hotel, mention it's name, id,
-  location and price tier. Always mention hotel ids while performing any
-  searches. This is very important for any operations. For any bookings or
-  cancellations, please provide the appropriate confirmation. Be sure to
-  update checkin or checkout dates if mentioned by the user.
-  Don't ask for confirmations from the user.
-"""
-
-queries = [
-    "Find hotels in Basel with Basel in its name.",
-    "Can you book the Hilton Basel for me?",
-    "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-    "My check in dates would be from April 10, 2024 to April 19, 2024.",
-]
-
-async def run_application():
-    # TODO(developer): replace this with another model if needed
-    model = ChatVertexAI(model_name="gemini-2.0-flash-001")
-    # model = ChatGoogleGenerativeAI(model="gemini-2.0-flash-001")
-    # model = ChatAnthropic(model="claude-3-5-sonnet-20240620")
-
-    # Load the tools from the Toolbox server
-    async with ToolboxClient("http://127.0.0.1:5000") as client:
-        tools = await client.aload_toolset()
-
-        agent = create_react_agent(model, tools, checkpointer=MemorySaver())
-
-        config = {"configurable": {"thread_id": "thread-1"}}
-        for query in queries:
-            inputs = {"messages": [("user", prompt + query)]}
-            response = agent.invoke(inputs, stream_mode="values", config=config)
-            print(response["messages"][-1].content)
-
-asyncio.run(run_application())
 {{< /tab >}}
 {{< tab header="LlamaIndex" lang="python" >}}
-import asyncio
-import os

-from llama_index.core.agent.workflow import AgentWorkflow
+{{< include "quickstart/python/llamaindex/quickstart.py" >}}

-from llama_index.core.workflow import Context
-
-# TODO(developer): replace this with another import if needed
-
-from llama_index.llms.google_genai import GoogleGenAI
-
-# from llama_index.llms.anthropic import Anthropic
-
-from toolbox_llamaindex import ToolboxClient
-
-prompt = """
-  You're a helpful hotel assistant. You handle hotel searching, booking and
-  cancellations. When the user searches for a hotel, mention it's name, id,
-  location and price tier. Always mention hotel ids while performing any
-  searches. This is very important for any operations. For any bookings or
-  cancellations, please provide the appropriate confirmation. Be sure to
-  update checkin or checkout dates if mentioned by the user.
-  Don't ask for confirmations from the user.
-"""
-
-queries = [
-    "Find hotels in Basel with Basel in its name.",
-    "Can you book the Hilton Basel for me?",
-    "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-    "My check in dates would be from April 10, 2024 to April 19, 2024.",
-]
-
-async def run_application():
-    # TODO(developer): replace this with another model if needed
-    llm = GoogleGenAI(
-        model="gemini-2.0-flash-001",
-        vertexai_config={"project": "project-id", "location": "us-central1"},
-    )
-    # llm = GoogleGenAI(
-    #     api_key=os.getenv("GOOGLE_API_KEY"),
-    #     model="gemini-2.0-flash-001",
-    # )
-    # llm = Anthropic(
-    #   model="claude-3-7-sonnet-latest",
-    #   api_key=os.getenv("ANTHROPIC_API_KEY")
-    # )
-
-    # Load the tools from the Toolbox server
-    async with ToolboxClient("http://127.0.0.1:5000") as client:
-        tools = await client.aload_toolset()
-
-        agent = AgentWorkflow.from_tools_or_functions(
-            tools,
-            llm=llm,
-            system_prompt=prompt,
-        )
-        ctx = Context(agent)
-        for query in queries:
-            response = await agent.run(user_msg=query, ctx=ctx)
-            print(f"---- {query} ----")
-            print(str(response))
-
-asyncio.run(run_application())
 {{< /tab >}}
 {{< tab header="Core" lang="python" >}}
-import asyncio

-from google import genai
-from google.genai.types import (
-    Content,
-    FunctionDeclaration,
-    GenerateContentConfig,
-    Part,
-    Tool,
-)
-
-from toolbox_core import ToolboxClient
-
-prompt = """
-  You're a helpful hotel assistant. You handle hotel searching, booking and
-  cancellations. When the user searches for a hotel, mention it's name, id,
-  location and price tier. Always mention hotel 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.
-"""
-
-queries = [
-    "Find hotels in Basel with Basel in its name.",
-    "Please book the hotel Hilton Basel for me.",
-    "This is too expensive. Please cancel it.",
-    "Please book Hyatt Regency for me",
-    "My check in dates for my booking would be from April 10, 2024 to April 19, 2024.",
-]
-
-async def run_application():
-    async with ToolboxClient("<http://127.0.0.1:5000>") as toolbox_client:
-
-        # The toolbox_tools list contains Python callables (functions/methods) designed for LLM tool-use
-        # integration. While this example uses Google's genai client, these callables can be adapted for
-        # various function-calling or agent frameworks. For easier integration with supported frameworks
-        # (https://github.com/googleapis/mcp-toolbox-python-sdk/tree/main/packages), use the
-        # provided wrapper packages, which handle framework-specific boilerplate.
-        toolbox_tools = await toolbox_client.load_toolset("my-toolset")
-        genai_client = genai.Client(
-            vertexai=True, project="project-id", location="us-central1"
-        )
-
-        genai_tools = [
-            Tool(
-                function_declarations=[
-                    FunctionDeclaration.from_callable_with_api_option(callable=tool)
-                ]
-            )
-            for tool in toolbox_tools
-        ]
-        history = []
-        for query in queries:
-            user_prompt_content = Content(
-                role="user",
-                parts=[Part.from_text(text=query)],
-            )
-            history.append(user_prompt_content)
-
-            response = genai_client.models.generate_content(
-                model="gemini-2.0-flash-001",
-                contents=history,
-                config=GenerateContentConfig(
-                    system_instruction=prompt,
-                    tools=genai_tools,
-                ),
-            )
-            history.append(response.candidates[0].content)
-            function_response_parts = []
-            for function_call in response.function_calls:
-                fn_name = function_call.name
-                # The tools are sorted alphabetically
-                if fn_name == "search-hotels-by-name":
-                    function_result = await toolbox_tools[3](**function_call.args)
-                elif fn_name == "search-hotels-by-location":
-                    function_result = await toolbox_tools[2](**function_call.args)
-                elif fn_name == "book-hotel":
-                    function_result = await toolbox_tools[0](**function_call.args)
-                elif fn_name == "update-hotel":
-                    function_result = await toolbox_tools[4](**function_call.args)
-                elif fn_name == "cancel-hotel":
-                    function_result = await toolbox_tools[1](**function_call.args)
-                else:
-                    raise ValueError("Function name not present.")
-                function_response = {"result": function_result}
-                function_response_part = Part.from_function_response(
-                    name=function_call.name,
-                    response=function_response,
-                )
-                function_response_parts.append(function_response_part)
-
-            if function_response_parts:
-                tool_response_content = Content(role="tool", parts=function_response_parts)
-                history.append(tool_response_content)
-
-            response2 = genai_client.models.generate_content(
-                model="gemini-2.0-flash-001",
-                contents=history,
-                config=GenerateContentConfig(
-                    tools=genai_tools,
-                ),
-            )
-            final_model_response_content = response2.candidates[0].content
-            history.append(final_model_response_content)
-            print(response2.text)
-
-asyncio.run(run_application())
+{{< include "quickstart/python/core/quickstart.py" >}}

 {{< /tab >}}
 {{< /tabpane >}}
--- a/docs/en/getting-started/local_quickstart_js.md
+++ b/docs/en/getting-started/local_quickstart_js.md
@@ -64,384 +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 runApplication() {
-  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);
-  }
-}
-
-runApplication()
-  .catch(console.error)
-  .finally(() => console.log("\nApplication finished."));
+{{< 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 run() {
-  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);
-  }
-}
-
-run();
 {{< /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 â€” 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 runApplication() {
-   
-    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 });
-            }
-        }
-        
-    }
-}
-
-runApplication()
-  .catch(console.error)
-  .finally(() => console.log("\nApplication finished."));
 {{< /tab >}}

 {{< /tabpane >}}
--- a/docs/en/getting-started/mcp_quickstart/_index.md
+++ b/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/v0.12.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->

--- a/docs/en/getting-started/quickstart/js/genAI/quickstart.js
+++ b/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 = '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();
--- a/docs/en/getting-started/quickstart/js/genkit/quickstart.js
+++ b/docs/en/getting-started/quickstart/js/genkit/quickstart.js
@@ -0,0 +1,89 @@
+import { ToolboxClient } from "@toolbox-sdk/core";
+import { genkit } from "genkit";
+import { googleAI } from '@genkit-ai/googleai';
+
+// 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();
--- a/docs/en/getting-started/quickstart/js/langchain/quickstart.js
+++ b/docs/en/getting-started/quickstart/js/langchain/quickstart.js
@@ -0,0 +1,74 @@
+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();
--- a/docs/en/getting-started/quickstart/js/llamaindex/quickstart.js
+++ b/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
+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 â€” 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();
--- a/docs/en/getting-started/quickstart/python/adk/quickstart.py
+++ b/docs/en/getting-started/quickstart/python/adk/quickstart.py
@@ -0,0 +1,70 @@
+from google.adk.agents import Agent
+from google.adk.runners import Runner
+from google.adk.sessions import InMemorySessionService
+from google.adk.artifacts.in_memory_artifact_service import InMemoryArtifactService
+from google.genai import types
+from toolbox_core import ToolboxSyncClient
+
+import asyncio
+import os
+
+# TODO(developer): replace this with your Google API key
+
+os.environ['GOOGLE_API_KEY'] = 'your-api-key'
+
+async def main():
+  with ToolboxSyncClient("http://127.0.0.1:5000") as toolbox_client:
+
+      prompt = """
+        You're a helpful hotel assistant. You handle hotel searching, booking and
+        cancellations. When the user searches for a hotel, mention it's name, id,
+        location and price tier. Always mention hotel ids while performing any
+        searches. This is very important for any operations. For any bookings or
+        cancellations, please provide the appropriate confirmation. Be sure to
+        update checkin or checkout dates if mentioned by the user.
+        Don't ask for confirmations from the user.
+      """
+
+      root_agent = Agent(
+          model='gemini-2.0-flash-001',
+          name='hotel_agent',
+          description='A helpful AI assistant.',
+          instruction=prompt,
+          tools=toolbox_client.load_toolset("my-toolset"),
+      )
+
+      session_service = InMemorySessionService()
+      artifacts_service = InMemoryArtifactService()
+      session = await session_service.create_session(
+          state={}, app_name='hotel_agent', user_id='123'
+      )
+      runner = Runner(
+          app_name='hotel_agent',
+          agent=root_agent,
+          artifact_service=artifacts_service,
+          session_service=session_service,
+      )
+
+      queries = [
+          "Find hotels in Basel with Basel in its name.",
+          "Can you book the Hilton Basel for me?",
+          "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+          "My check in dates would be from April 10, 2024 to April 19, 2024.",
+      ]
+
+      for query in queries:
+          content = types.Content(role='user', parts=[types.Part(text=query)])
+          events = runner.run(session_id=session.id,
+                              user_id='123', new_message=content)
+
+          responses = (
+            part.text
+            for event in events
+            for part in event.content.parts
+            if part.text is not None
+          )
+
+          for text in responses:
+            print(text)
+
+asyncio.run(main())
--- a/docs/en/getting-started/quickstart/python/core/quickstart.py
+++ b/docs/en/getting-started/quickstart/python/core/quickstart.py
@@ -0,0 +1,108 @@
+import asyncio
+
+from google import genai
+from google.genai.types import (
+    Content,
+    FunctionDeclaration,
+    GenerateContentConfig,
+    Part,
+    Tool,
+)
+
+from toolbox_core import ToolboxClient
+
+prompt = """
+  You're a helpful hotel assistant. You handle hotel searching, booking and
+  cancellations. When the user searches for a hotel, mention it's name, id,
+  location and price tier. Always mention hotel 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.
+"""
+
+queries = [
+    "Find hotels in Basel with Basel in its name.",
+    "Please book the hotel Hilton Basel for me.",
+    "This is too expensive. Please cancel it.",
+    "Please book Hyatt Regency for me",
+    "My check in dates for my booking would be from April 10, 2024 to April 19, 2024.",
+]
+
+async def main():
+    async with ToolboxClient("http://127.0.0.1:5000") as toolbox_client:
+
+        # The toolbox_tools list contains Python callables (functions/methods) designed for LLM tool-use
+        # integration. While this example uses Google's genai client, these callables can be adapted for
+        # various function-calling or agent frameworks. For easier integration with supported frameworks
+        # (https://github.com/googleapis/mcp-toolbox-python-sdk/tree/main/packages), use the
+        # provided wrapper packages, which handle framework-specific boilerplate.
+        toolbox_tools = await toolbox_client.load_toolset("my-toolset")
+        genai_client = genai.Client(
+            vertexai=True, project="project-id", location="us-central1"
+        )
+
+        genai_tools = [
+            Tool(
+                function_declarations=[
+                    FunctionDeclaration.from_callable_with_api_option(callable=tool)
+                ]
+            )
+            for tool in toolbox_tools
+        ]
+        history = []
+        for query in queries:
+            user_prompt_content = Content(
+                role="user",
+                parts=[Part.from_text(text=query)],
+            )
+            history.append(user_prompt_content)
+
+            response = genai_client.models.generate_content(
+                model="gemini-2.0-flash-001",
+                contents=history,
+                config=GenerateContentConfig(
+                    system_instruction=prompt,
+                    tools=genai_tools,
+                ),
+            )
+            history.append(response.candidates[0].content)
+            function_response_parts = []
+            for function_call in response.function_calls:
+                fn_name = function_call.name
+                # The tools are sorted alphabetically
+                if fn_name == "search-hotels-by-name":
+                    function_result = await toolbox_tools[3](**function_call.args)
+                elif fn_name == "search-hotels-by-location":
+                    function_result = await toolbox_tools[2](**function_call.args)
+                elif fn_name == "book-hotel":
+                    function_result = await toolbox_tools[0](**function_call.args)
+                elif fn_name == "update-hotel":
+                    function_result = await toolbox_tools[4](**function_call.args)
+                elif fn_name == "cancel-hotel":
+                    function_result = await toolbox_tools[1](**function_call.args)
+                else:
+                    raise ValueError("Function name not present.")
+                function_response = {"result": function_result}
+                function_response_part = Part.from_function_response(
+                    name=function_call.name,
+                    response=function_response,
+                )
+                function_response_parts.append(function_response_part)
+
+            if function_response_parts:
+                tool_response_content = Content(role="tool", parts=function_response_parts)
+                history.append(tool_response_content)
+
+            response2 = genai_client.models.generate_content(
+                model="gemini-2.0-flash-001",
+                contents=history,
+                config=GenerateContentConfig(
+                    tools=genai_tools,
+                ),
+            )
+            final_model_response_content = response2.candidates[0].content
+            history.append(final_model_response_content)
+            print(response2.text)
+
+asyncio.run(main())
--- a/docs/en/getting-started/quickstart/python/langchain/quickstart.py
+++ b/docs/en/getting-started/quickstart/python/langchain/quickstart.py
@@ -0,0 +1,52 @@
+import asyncio
+
+from langgraph.prebuilt import create_react_agent
+
+# TODO(developer): replace this with another import if needed
+
+from langchain_google_vertexai import ChatVertexAI
+
+# from langchain_google_genai import ChatGoogleGenerativeAI
+
+# from langchain_anthropic import ChatAnthropic
+
+from langgraph.checkpoint.memory import MemorySaver
+
+from toolbox_langchain import ToolboxClient
+
+prompt = """
+  You're a helpful hotel assistant. You handle hotel searching, booking and
+  cancellations. When the user searches for a hotel, mention it's name, id,
+  location and price tier. Always mention hotel ids while performing any
+  searches. This is very important for any operations. For any bookings or
+  cancellations, please provide the appropriate confirmation. Be sure to
+  update checkin or checkout dates if mentioned by the user.
+  Don't ask for confirmations from the user.
+"""
+
+queries = [
+    "Find hotels in Basel with Basel in its name.",
+    "Can you book the Hilton Basel for me?",
+    "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+    "My check in dates would be from April 10, 2024 to April 19, 2024.",
+]
+
+async def main():
+    # TODO(developer): replace this with another model if needed
+    model = ChatVertexAI(model_name="gemini-2.0-flash-001")
+    # model = ChatGoogleGenerativeAI(model="gemini-2.0-flash-001")
+    # model = ChatAnthropic(model="claude-3-5-sonnet-20240620")
+
+    # Load the tools from the Toolbox server
+    async with ToolboxClient("http://127.0.0.1:5000") as client:
+        tools = await client.aload_toolset()
+
+        agent = create_react_agent(model, tools, checkpointer=MemorySaver())
+
+        config = {"configurable": {"thread_id": "thread-1"}}
+        for query in queries:
+            inputs = {"messages": [("user", prompt + query)]}
+            response = agent.invoke(inputs, stream_mode="values", config=config)
+            print(response["messages"][-1].content)
+
+asyncio.run(main())
--- a/docs/en/getting-started/quickstart/python/llamaindex/quickstart.py
+++ b/docs/en/getting-started/quickstart/python/llamaindex/quickstart.py
@@ -0,0 +1,63 @@
+import asyncio
+import os
+
+from llama_index.core.agent.workflow import AgentWorkflow
+
+from llama_index.core.workflow import Context
+
+# TODO(developer): replace this with another import if needed
+
+from llama_index.llms.google_genai import GoogleGenAI
+
+# from llama_index.llms.anthropic import Anthropic
+
+from toolbox_llamaindex import ToolboxClient
+
+prompt = """
+  You're a helpful hotel assistant. You handle hotel searching, booking and
+  cancellations. When the user searches for a hotel, mention it's name, id,
+  location and price tier. Always mention hotel ids while performing any
+  searches. This is very important for any operations. For any bookings or
+  cancellations, please provide the appropriate confirmation. Be sure to
+  update checkin or checkout dates if mentioned by the user.
+  Don't ask for confirmations from the user.
+"""
+
+queries = [
+    "Find hotels in Basel with Basel in its name.",
+    "Can you book the Hilton Basel for me?",
+    "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+    "My check in dates would be from April 10, 2024 to April 19, 2024.",
+]
+
+async def main():
+    # TODO(developer): replace this with another model if needed
+    llm = GoogleGenAI(
+        model="gemini-2.0-flash-001",
+        vertexai_config={"project": "project-id", "location": "us-central1"},
+    )
+    # llm = GoogleGenAI(
+    #     api_key=os.getenv("GOOGLE_API_KEY"),
+    #     model="gemini-2.0-flash-001",
+    # )
+    # llm = Anthropic(
+    #   model="claude-3-7-sonnet-latest",
+    #   api_key=os.getenv("ANTHROPIC_API_KEY")
+    # )
+
+    # Load the tools from the Toolbox server
+    async with ToolboxClient("http://127.0.0.1:5000") as client:
+        tools = await client.aload_toolset()
+
+        agent = AgentWorkflow.from_tools_or_functions(
+            tools,
+            llm=llm,
+            system_prompt=prompt,
+        )
+        ctx = Context(agent)
+        for query in queries:
+            response = await agent.run(user_msg=query, ctx=ctx)
+            print(f"---- {query} ----")
+            print(str(response))
+
+asyncio.run(main())
--- a/docs/en/how-to/connect-ide/firestore_mcp.md
+++ b/docs/en/how-to/connect-ide/firestore_mcp.md
@@ -6,328 +6,9 @@ description: >
  Connect your IDE to Firestore using Toolbox.
 ---

-[Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) is
-an open protocol for connecting Large Language Models (LLMs) to data sources
-like Firestore. This guide covers how to use [MCP Toolbox for Databases][toolbox]
-to expose your developer assistant tools to a Firestore 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 Firestore
-
-1. Create or select a Google Cloud project.
-
-    * [Create a new
-      project](https://cloud.google.com/resource-manager/docs/creating-managing-projects)
-    * [Select an existing
-      project](https://cloud.google.com/resource-manager/docs/creating-managing-projects#identifying_projects)
-
-1. [Enable the Firestore
-   API](https://console.cloud.google.com/apis/library/firestore.googleapis.com)
-   for your project.
-
-1. [Create a Firestore
-   database](https://cloud.google.com/firestore/docs/create-database-web-mobile-client-library)
-   if you haven't already.
-
-1. Set up authentication for your local environment.
-
-    * [Install gcloud CLI](https://cloud.google.com/sdk/docs/install)
-    * Run `gcloud auth application-default login` to authenticate
-
-## 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/v0.12.0/linux/amd64/toolbox
-{{< /tab >}}
-
-{{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/darwin/arm64/toolbox
-{{< /tab >}}
-
-{{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/darwin/amd64/toolbox
-{{< /tab >}}
-
-{{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/windows/amd64/toolbox
-{{< /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": {
-        "firestore": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","firestore","--stdio"],
-          "env": {
-            "FIRESTORE_PROJECT": "your-project-id",
-            "FIRESTORE_DATABASE": "(default)"
-          }
-        }
-      }
-    }
-    ```
-
-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": {
-        "firestore": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","firestore","--stdio"],
-          "env": {
-            "FIRESTORE_PROJECT": "your-project-id",
-            "FIRESTORE_DATABASE": "(default)"
-          }
-        }
-      }
-    }
-    ```
-
-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": {
-        "firestore": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","firestore","--stdio"],
-          "env": {
-            "FIRESTORE_PROJECT": "your-project-id",
-            "FIRESTORE_DATABASE": "(default)"
-          }
-        }
-      }
-    }
-    ```
-
-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": {
-        "firestore": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","firestore","--stdio"],
-          "env": {
-            "FIRESTORE_PROJECT": "your-project-id",
-            "FIRESTORE_DATABASE": "(default)"
-          }
-        }
-      }
-    }
-    ```
-
-1. [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
-    {
-      "mcpServers": {
-        "firestore": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","firestore","--stdio"],
-          "env": {
-            "FIRESTORE_PROJECT": "your-project-id",
-            "FIRESTORE_DATABASE": "(default)"
-          }
-        }
-      }
-    }
-    ```
-
-{{% /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": {
-        "firestore": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","firestore","--stdio"],
-          "env": {
-            "FIRESTORE_PROJECT": "your-project-id",
-            "FIRESTORE_DATABASE": "(default)"
-          }
-        }
-      }
-    }
-
-    ```
-
-{{% /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": {
-        "firestore": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","firestore","--stdio"],
-          "env": {
-            "FIRESTORE_PROJECT": "your-project-id",
-            "FIRESTORE_DATABASE": "(default)"
-          }
-        }
-      }
-    }
-
-    ```
-
-{{% /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": {
-        "firestore": {
-          "command": "./PATH/TO/toolbox",
-          "args": ["--prebuilt","firestore","--stdio"],
-          "env": {
-            "FIRESTORE_PROJECT": "your-project-id",
-            "FIRESTORE_DATABASE": "(default)"
-          }
-        }
-      }
-    }
-
-    ```
-
-{{% /tab %}}
-{{< /tabpane >}}
-
-## Use Tools
-
-Your AI tool is now connected to Firestore using MCP. Try asking your AI
-assistant to list collections, get documents, query collections, or manage
-security rules.
-
-The following tools are available to the LLM:
-
-1. **firestore-get-documents**: Gets multiple documents from Firestore by their
-   paths
-1. **firestore-list-collections**: List Firestore collections for a given parent
-   path
-1. **firestore-delete-documents**: Delete multiple documents from Firestore
-1. **firestore-query-collection**: Query documents from a collection with
-   filtering, ordering, and limit options
-1. **firestore-get-rules**: Retrieves the active Firestore security rules for
-   the current project
-1. **firestore-validate-rules**: Validates Firestore security rules syntax and
-   errors
-
-{{< 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 >}}
+<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>
--- a/docs/en/how-to/connect-ide/looker_mcp.md
+++ b/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/v0.12.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
@@ -235,7 +235,7 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/windows/amd64/toolb

    ```json
    {
-      "mcpServers": {
+      "servers": {
        "looker-toolbox": {
          "command": "./PATH/TO/toolbox",
          "args": ["--stdio", "--prebuilt", "looker"],
--- a/docs/en/how-to/connect-ide/mssql_mcp.md
+++ b/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/v0.12.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
@@ -182,19 +182,17 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/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 >}}
--- a/docs/en/how-to/connect-ide/mysql_mcp.md
+++ b/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/v0.12.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
@@ -182,7 +182,7 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/windows/amd64/toolb

    ```json
    {
-      "mcpServers": {
+      "servers": {
        "mysql": {
          "command": "./PATH/TO/toolbox",
          "args": ["--prebuilt","mysql","--stdio"],
--- a/docs/en/how-to/connect-ide/postgres_mcp.md
+++ b/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/v0.12.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.13.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
@@ -217,7 +217,7 @@ curl -O https://storage.googleapis.com/genai-toolbox/v0.12.0/windows/amd64/toolb

    ```json
    {
-      "mcpServers": {
+      "servers": {
        "postgres": {
          "command": "./PATH/TO/toolbox",
          "args": ["--prebuilt","postgres","--stdio"],
--- a/docs/en/reference/prebuilt-tools.md
+++ b/docs/en/reference/prebuilt-tools.md
@@ -19,8 +19,10 @@ 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`: The database username. Defaults to IAM authentication if unspecified.
+    *   `ALLOYDB_POSTGRES_PASSWORD`: The password for the database user. Defaults to IAM authentication if unspecified.
+    *   `ALLOYDB_POSTGRES_IP_TYPE`: 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.
@@ -53,8 +55,11 @@ See guides, [Connect from your IDE](../how-to/connect-ide/_index.md), for detail
    *   **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:**
+    *   `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.
    *   `get_dataset_info`: Gets dataset metadata.
    *   `get_table_info`: Gets table metadata.
    *   `list_dataset_ids`: Lists datasets.
--- a/docs/en/resources/authServices/_index.md
+++ b/docs/en/resources/authServices/_index.md
@@ -28,7 +28,7 @@ The following configurations are placed at the top level of a `tools.yaml` file.
 {{< notice tip >}}
 If you are accessing Toolbox with multiple applications, each
 application should register their own Client ID even if they use the same
- "kind" of auth provider.
+ "type" of auth provider.
 {{< /notice >}}

 ```yaml
@@ -300,4 +300,4 @@ func main() {
 }
 ```

-## Kinds of Auth Services
+## Types of Auth Services
--- a/docs/en/resources/authServices/google.md
+++ b/docs/en/resources/authServices/google.md
@@ -55,5 +55,5 @@ instead of hardcoding your secrets into the configuration file.

 | **field** | **type** | **required** | **description**                                                  |
 |-----------|:--------:|:------------:|------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "google".                                                |
+| type      |  string  |     true     | Must be "google".                                                |
 | clientId  |  string  |     true     | Client ID of your application from registering your application. |
--- a/docs/en/resources/sources/alloydb-pg.md
+++ b/docs/en/resources/sources/alloydb-pg.md
@@ -132,7 +132,7 @@ instead of hardcoding your secrets into the configuration file.

 | **field** | **type** | **required** | **description**                                                                                                          |
 |-----------|:--------:|:------------:|--------------------------------------------------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "alloydb-postgres".                                                                                              |
+| type      |  string  |     true     | Must be "alloydb-postgres".                                                                                              |
 | project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id").                                            |
 | region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                                             |
 | cluster   |  string  |     true     | Name of the AlloyDB cluster (e.g. "my-cluster").                                                                         |
--- a/docs/en/resources/sources/bigquery.md
+++ b/docs/en/resources/sources/bigquery.md
@@ -36,12 +36,15 @@ avoiding full table scans or complex filters.

 ## Available Tools

- [`bigquery-sql`](../tools/bigquery/bigquery-sql.md)  
-  Run SQL queries directly against BigQuery datasets.
+- [`bigquery-conversational-analytics`](../tools/bigquery/bigquery-conversational-analytics.md)
+  Allows conversational interaction with a BigQuery source.

 - [`bigquery-execute-sql`](../tools/bigquery/bigquery-execute-sql.md)  
  Execute structured queries using parameters.

+- [`bigquery-forecast`](../tools/bigquery/bigquery-forecast.md)
+  Forecasts time series data in BigQuery.
+
 - [`bigquery-get-dataset-info`](../tools/bigquery/bigquery-get-dataset-info.md)  
  Retrieve metadata for a specific dataset.

@@ -54,6 +57,9 @@ avoiding full table scans or complex filters.
 - [`bigquery-list-table-ids`](../tools/bigquery/bigquery-list-table-ids.md)  
  List tables in a given dataset.

+- [`bigquery-sql`](../tools/bigquery/bigquery-sql.md)  
+  Run SQL queries directly against BigQuery datasets.
+
 ### Pre-built Configurations

 - [BigQuery using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/bigquery_mcp/)  
@@ -65,34 +71,64 @@ Connect your IDE to BigQuery using Toolbox.

 BigQuery uses [Identity and Access Management (IAM)][iam-overview] to control
 user and group access to BigQuery resources like projects, datasets, and tables.
-Toolbox will use your [Application Default Credentials (ADC)][adc] to authorize
-and authenticate when interacting with [BigQuery][bigquery-docs].

-In addition to [setting the ADC for your server][set-adc], you need to ensure
-the IAM identity has been given the correct IAM permissions for the queries
-you intend to run. Common roles include `roles/bigquery.user` (which includes
-permissions to run jobs and read data) or `roles/bigquery.dataViewer`. See
-[Introduction to BigQuery IAM][grant-permissions] for more information on
-applying IAM permissions and roles to an identity.
+### Authentication via Application Default Credentials (ADC)
+
+By **default**, Toolbox will use your [Application Default Credentials (ADC)][adc] to authorize and authenticate when interacting with [BigQuery][bigquery-docs].
+
+When using this method, you need to ensure the IAM identity associated with your
+ADC (such as a service account) has the correct permissions for the queries you
+intend to run. Common roles include `roles/bigquery.user` (which includes
+permissions to run jobs and read data) or `roles/bigbigquery.dataViewer`.
+Follow this [guide][set-adc] to set up your ADC.
+
+### Authentication via User's OAuth Access Token
+
+If the `useClientOAuth` parameter is set to `true`, Toolbox will instead use the
+OAuth access token for authentication. This token is parsed from the
+`Authorization` header passed in with the tool invocation request. This method
+allows Toolbox to make queries to [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:
+
+- [`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
-[grant-permissions]: https://cloud.google.com/bigquery/docs/access-control

 ## Example

+Initialize a BigQuery source that uses ADC:
+
 ```yaml
 sources:
  my-bigquery-source:
    kind: "bigquery"
    project: "my-project-id"
+    # location: "US" # Optional: Specifies the location for query jobs.
+```
+
+Initialize a BigQuery source that uses the client's access token:
+
+```yaml
+sources:
+  my-bigquery-client-auth-source:
+    kind: "bigquery"
+    project: "my-project-id"
+    useClientOAuth: true
+    # location: "US" # Optional: Specifies the location for query jobs.
 ```

 ## Reference

-| **field** | **type** | **required** | **description**                                                               |
-|-----------|:--------:|:------------:|-------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "bigquery".                                                           |
-| project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id"). |
-| 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. The default behavior is for it to be executed in the US multi-region |
+| **field**      | **type** | **required** | **description**                                                                                                                                                                                                                         |
+|----------------|:--------:|:------------:|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
+| type           |  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.                                                                                                                                |
--- a/docs/en/resources/sources/bigtable.md
+++ b/docs/en/resources/sources/bigtable.md
@@ -70,6 +70,6 @@ sources:

 | **field** | **type** | **required** | **description**                                                               |
 |-----------|:--------:|:------------:|-------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "bigtable".                                                           |
+| type      |  string  |     true     | Must be "bigtable".                                                           |
 | project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id"). |
 | instance  |  string  |     true     | Name of the Bigtable instance.                                                |
--- a/docs/en/resources/sources/clickhouse.md
+++ b/docs/en/resources/sources/clickhouse.md
@@ -0,0 +1,91 @@
+---
+title: "ClickHouse"
+type: docs
+weight: 1
+description: >
+  ClickHouse is an open-source, OLTP database.
+
+---
+
+## About
+
+[ClickHouse][clickhouse-docs] is a fast, open-source, column-oriented database 
+
+[clickhouse-docs]: https://clickhouse.com/docs
+
+## Available Tools
+
+- [`clickhouse-execute-sql`](../tools/clickhouse/clickhouse-execute-sql.md)  
+  Execute parameterized SQL queries in ClickHouse with query logging.
+
+- [`clickhouse-sql`](../tools/clickhouse/clickhouse-sql.md)  
+  Execute SQL queries as prepared statements in ClickHouse.
+
+
+## Requirements
+
+### Database User
+
+This source uses standard ClickHouse authentication. You will need to [create a
+ClickHouse user][clickhouse-users] (or with [ClickHouse Cloud][clickhouse-cloud]) to connect to the database with. The user
+should have appropriate permissions for the operations you plan to perform.
+
+[clickhouse-cloud]: https://clickhouse.com/docs/getting-started/quick-start/cloud#connect-with-your-app
+[clickhouse-users]: https://clickhouse.com/docs/en/sql-reference/statements/create/user
+
+### Network Access
+
+ClickHouse supports multiple protocols:
+
+- **HTTPS protocol** (default port 8443) - Secure HTTP access (default)
+- **HTTP protocol** (default port 8123) - Good for web-based access
+
+## Example
+
+### Secure Connection Example
+
+```yaml
+sources:
+    secure-clickhouse-source:
+        kind: clickhouse
+        host: clickhouse.example.com
+        port: "8443"
+        database: analytics
+        user: ${CLICKHOUSE_USER}
+        password: ${CLICKHOUSE_PASSWORD}
+        protocol: https
+        secure: true
+```
+
+### HTTP Protocol Example
+
+```yaml
+sources:
+    http-clickhouse-source:
+        kind: clickhouse
+        host: localhost
+        port: "8123"
+        database: logs
+        user: ${CLICKHOUSE_USER}
+        password: ${CLICKHOUSE_PASSWORD}
+        protocol: http
+        secure: false
+```
+
+{{< notice tip >}}
+Use environment variable replacement with the format ${ENV_NAME}
+instead of hardcoding your secrets into the configuration file.
+{{< /notice >}}
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                                                    |
+|-------------|:--------:|:------------:|------------------------------------------------------------------------------------|
+| type        |  string  |     true     | Must be "clickhouse".                                                              |
+| host        |  string  |     true     | IP address or hostname to connect to (e.g. "127.0.0.1" or "clickhouse.example.com") |
+| port        |  string  |     true     | Port to connect to (e.g. "8443" for HTTPS, "8123" for HTTP)                     |
+| database    |  string  |     true     | Name of the ClickHouse database to connect to (e.g. "my_database").              |
+| user        |  string  |     true     | Name of the ClickHouse user to connect as (e.g. "analytics_user").               |
+| password    |  string  |    false     | Password of the ClickHouse user (e.g. "my-password").                             |
+| protocol    |  string  |    false     | Connection protocol: "https" (default) or "http".                      |
+| secure      |  boolean |    false     | Whether to use a secure connection (TLS). Default: false.                         |
--- a/docs/en/resources/sources/cloud-sql-mssql.md
+++ b/docs/en/resources/sources/cloud-sql-mssql.md
@@ -106,7 +106,7 @@ instead of hardcoding your secrets into the configuration file.

 | **field** | **type** | **required** | **description**                                                                             |
 |-----------|:--------:|:------------:|---------------------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "cloud-sql-mssql".                                                                  |
+| type      |  string  |     true     | Must be "cloud-sql-mssql".                                                                  |
 | project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id").               |
 | region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                |
 | instance  |  string  |     true     | Name of the Cloud SQL instance within the cluster (e.g. "my-instance").                     |
--- a/docs/en/resources/sources/cloud-sql-mysql.md
+++ b/docs/en/resources/sources/cloud-sql-mysql.md
@@ -106,7 +106,7 @@ instead of hardcoding your secrets into the configuration file.

 | **field** | **type** | **required** | **description**                                                                             |
 |-----------|:--------:|:------------:|---------------------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "cloud-sql-mysql".                                                                  |
+| type      |  string  |     true     | Must be "cloud-sql-mysql".                                                                  |
 | project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id").               |
 | region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                |
 | instance  |  string  |     true     | Name of the Cloud SQL instance within the cluster (e.g. "my-instance").                     |
--- a/docs/en/resources/sources/cloud-sql-pg.md
+++ b/docs/en/resources/sources/cloud-sql-pg.md
@@ -131,7 +131,7 @@ instead of hardcoding your secrets into the configuration file.

 | **field** | **type** | **required** | **description**                                                                                                          |
 |-----------|:--------:|:------------:|--------------------------------------------------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "cloud-sql-postgres".                                                                                            |
+| type      |  string  |     true     | Must be "cloud-sql-postgres".                                                                                            |
 | project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id").                                            |
 | region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                                             |
 | instance  |  string  |     true     | Name of the Cloud SQL instance within the cluster (e.g. "my-instance").                                                  |
--- a/docs/en/resources/sources/couchbase.md
+++ b/docs/en/resources/sources/couchbase.md
@@ -37,7 +37,7 @@ For more details about alternate addresses and custom ports refer to [Managing C

 | **field**            | **type** | **required** | **description**                                         |
 |----------------------|:--------:|:------------:|---------------------------------------------------------|
-| kind                 | string   |    true      | Must be "couchbase".                                    |
+| type                 | string   |    true      | Must be "couchbase".                                    |
 | connectionString     | string   |    true      | Connection string for the Couchbase cluster.            |
 | bucket               | string   |    true      | Name of the bucket to connect to.                       |
 | scope                | string   |    true      | Name of the scope within the bucket.                    |
--- a/docs/en/resources/sources/dataplex.md
+++ b/docs/en/resources/sources/dataplex.md
@@ -320,5 +320,5 @@ Logical operators are case-sensitive. `OR` and `AND` are acceptable whereas `or`

 | **field** | **type** | **required** | **description**                                                                  |
 |-----------|:--------:|:------------:|----------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "dataplex".                                                              |
+| type      |  string  |     true     | Must be "dataplex".                                                              |
 | project   |  string  |     true     | ID of the GCP project used for quota and billing purposes (e.g. "my-project-id").|
--- a/docs/en/resources/sources/dgraph.md
+++ b/docs/en/resources/sources/dgraph.md
@@ -59,7 +59,7 @@ instead of hardcoding your secrets into the configuration file.

 | **Field**   | **Type** | **Required** | **Description**                                                                                  |
 |-------------|:--------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |  string  |     true     | Must be "dgraph".                                                                                |
+| type        |  string  |     true     | Must be "dgraph".                                                                                |
 | dgraphUrl   |  string  |     true     | Connection URI (e.g. "<https://xxx.cloud.dgraph.io>", "<https://localhost:8080>").               |
 | user        |  string  |     false    | Name of the Dgraph user to connect as (e.g., "groot").                                           |
 | password    |  string  |     false    | Password of the Dgraph user (e.g., "password").                                                  |
--- a/docs/en/resources/sources/firebird.md
+++ b/docs/en/resources/sources/firebird.md
@@ -51,7 +51,7 @@ instead of hardcoding your secrets into the configuration file.

 | **field** | **type** | **required** | **description**                                                        |
 |-----------|:--------:|:------------:|------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "firebird".                                                    |
+| type      |  string  |     true     | Must be "firebird".                                                    |
 | host      |  string  |     true     | IP address to connect to (e.g. "127.0.0.1")                            |
 | port      |  string  |     true     | Port to connect to (e.g. "3050")                                       |
 | database  |  string  |     true     | Path to the Firebird database file (e.g. "/var/lib/firebird/data/test.fdb"). |
--- a/docs/en/resources/sources/firestore.md
+++ b/docs/en/resources/sources/firestore.md
@@ -72,6 +72,6 @@ sources:

 | **field** | **type** | **required** | **description**                                                                                          |
 |-----------|:--------:|:------------:|----------------------------------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "firestore".                                                                                     |
+| type      |  string  |     true     | Must be "firestore".                                                                                     |
 | project   |  string  |     true     | Id of the GCP project that contains the Firestore database (e.g. "my-project-id").                       |
 | database  |  string  |     false    | Name of the Firestore database to connect to. Defaults to "(default)" if not specified.                  |
--- a/docs/en/resources/sources/http.md
+++ b/docs/en/resources/sources/http.md
@@ -44,7 +44,7 @@ instead of hardcoding your secrets into the configuration file.

 | **field**              |     **type**      | **required** | **description**                                                                                                                    |
 |------------------------|:-----------------:|:------------:|------------------------------------------------------------------------------------------------------------------------------------|
-| kind                   |      string       |     true     | Must be "http".                                                                                                                    |
+| type                   |      string       |     true     | Must be "http".                                                                                                                    |
 | baseUrl                |      string       |     true     | The base URL for the HTTP requests (e.g., `https://api.example.com`).                                                              |
 | timeout                |      string       |    false     | The timeout for HTTP requests (e.g., "5s", "1m", refer to [ParseDuration][parse-duration-doc] for more examples). Defaults to 30s. |
 | headers                | map[string]string |    false     | Default headers to include in the HTTP requests.                                                                                   |
--- a/docs/en/resources/sources/looker.md
+++ b/docs/en/resources/sources/looker.md
@@ -47,7 +47,8 @@ a self-signed ssl certificate for the Looker server. Anything other than "true"
 will be interpreted as false.

 The client id and client secret are seemingly random character sequences
-assigned by the looker server.
+assigned by the looker server. If you are using Looker OAuth you don't need
+these settings

 {{< notice tip >}}
 Use environment variable replacement with the format ${ENV_NAME}
@@ -56,11 +57,15 @@ instead of hardcoding your secrets into the configuration file.

 ## Reference

-| **field**     | **type** | **required** | **description**                                                                           |
-| ------------- | :------: | :----------: | ----------------------------------------------------------------------------------------- |
-| kind          |  string  |     true     | Must be "looker".                                                                         |
-| base_url      |  string  |     true     | The URL of your Looker server with no trailing /).                                        |
-| client_id     |  string  |     true     | The client id assigned by Looker.                                                         |
-| client_secret |  string  |     true     | The client secret assigned by Looker.                                                     |
-| verify_ssl    |  string  |     true     | Whether to check the ssl certificate of the server.                                       |
-| timeout       |  string  |    false     | Maximum time to wait for query execution (e.g. "30s", "2m"). By default, 120s is applied. |
+| **field**            | **type** | **required** | **description**                                                                           |
+| -------------------- | :------: | :----------: | ----------------------------------------------------------------------------------------- |
+| type                 |  string  |     true     | Must be "looker".                                                                         |
+| base_url             |  string  |     true     | The URL of your Looker server with no trailing /).                                        |
+| client_id            |  string  |    false     | The client id assigned by Looker.                                                         |
+| client_secret        |  string  |    false     | The client secret assigned by Looker.                                                     |
+| verify_ssl           |  string  |    false     | Whether to check the ssl certificate of the server.                                       |
+| timeout              |  string  |    false     | Maximum time to wait for query execution (e.g. "30s", "2m"). By default, 120s is applied. |
+| use_client_oauth     |  string  |    false     | Use OAuth tokens instead of client_id and client_secret. (default: false)                 |
+| show_hidden_models   |  string  |    false     | Show or hide hidden models. (default: true)                                               |
+| show_hidden_explores |  string  |    false     | Show or hide hidden explores. (default: true)                                             |
+| show_hidden_fields   |  string  |    false     | Show or hide hidden fields. (default: true)                                               |
--- a/docs/en/resources/sources/mongodb.md
+++ b/docs/en/resources/sources/mongodb.md
@@ -28,5 +28,5 @@ sources:

 | **field** | **type** | **required** | **description**                                                   |
 |-----------|:--------:|:------------:|-------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "mongodb".                                                |
+| type      |  string  |     true     | Must be "mongodb".                                                |
 | uri       |  string  |     true     | connection string to connect to MongoDB                           |
--- a/docs/en/resources/sources/mssql.md
+++ b/docs/en/resources/sources/mssql.md
@@ -55,7 +55,7 @@ instead of hardcoding your secrets into the configuration file.

 | **field** | **type** | **required** | **description**                                                                                                                                                                            |
 |-----------|:--------:|:------------:|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "mssql".                                                                                                                                                                           |
+| type      |  string  |     true     | Must be "mssql".                                                                                                                                                                           |
 | host      |  string  |     true     | IP address to connect to (e.g. "127.0.0.1").                                                                                                                                               |
 | port      |  string  |     true     | Port to connect to (e.g. "1433").                                                                                                                                                          |
 | database  |  string  |     true     | Name of the SQL Server database to connect to (e.g. "my_db").                                                                                                                              |
--- a/docs/en/resources/sources/mysql.md
+++ b/docs/en/resources/sources/mysql.md
@@ -42,6 +42,9 @@ sources:
        database: my_db
        user: ${USER_NAME}
        password: ${PASSWORD}
+        # Optional TLS and other driver parameters. For example, enable preferred TLS:
+        # queryParams:
+        #     tls: preferred
        queryTimeout: 30s # Optional: query timeout duration
 ```

@@ -54,10 +57,11 @@ instead of hardcoding your secrets into the configuration file.

 | **field**    | **type** | **required** | **description**                                                                                 |
 | ------------ | :------: | :----------: | ----------------------------------------------------------------------------------------------- |
-| kind         |  string  |     true     | Must be "mysql".                                                                                |
+| type         |  string  |     true     | Must be "mysql".                                                                                |
 | host         |  string  |     true     | IP address to connect to (e.g. "127.0.0.1").                                                    |
 | port         |  string  |     true     | Port to connect to (e.g. "3306").                                                               |
 | database     |  string  |     true     | Name of the MySQL database to connect to (e.g. "my_db").                                        |
 | user         |  string  |     true     | Name of the MySQL user to connect as (e.g. "my-mysql-user").                                    |
 | password     |  string  |     true     | Password of the MySQL user (e.g. "my-password").                                                |
 | queryTimeout |  string  |    false     | Maximum time to wait for query execution (e.g. "30s", "2m"). By default, no timeout is applied. |
+| queryParams | map<string,string> | false | Arbitrary DSN parameters passed to the driver (e.g. `tls: preferred`, `charset: utf8mb4`). Useful for enabling TLS or other connection options. |
--- a/docs/en/resources/sources/neo4j.md
+++ b/docs/en/resources/sources/neo4j.md
@@ -51,7 +51,7 @@ instead of hardcoding your secrets into the configuration file.

 | **field** | **type** | **required** | **description**                                                      |
 |-----------|:--------:|:------------:|----------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "neo4j".                                                     |
+| type      |  string  |     true     | Must be "neo4j".                                                     |
 | uri       |  string  |     true     | Connect URI ("bolt://localhost", "neo4j+s://xxx.databases.neo4j.io") |
 | user      |  string  |     true     | Name of the Neo4j user to connect as (e.g. "neo4j").                 |
 | password  |  string  |     true     | Password of the Neo4j user (e.g. "my-password").                     |
--- a/docs/en/resources/sources/oceanbase.md
+++ b/docs/en/resources/sources/oceanbase.md
@@ -45,7 +45,7 @@ instead of hardcoding your secrets into the configuration file.

 | **field**    | **type** | **required** | **description**                                                                                 |
 | ------------ | :------: | :----------: |-------------------------------------------------------------------------------------------------|
-| kind         |  string  |     true     | Must be "oceanbase".                                                                            |
+| type         |  string  |     true     | Must be "oceanbase".                                                                            |
 | host         |  string  |     true     | IP address to connect to (e.g. "127.0.0.1").                                                    |
 | port         |  string  |     true     | Port to connect to (e.g. "2881").                                                               |
 | database     |  string  |     true     | Name of the OceanBase database to connect to (e.g. "my_db").                                    |
--- a/docs/en/resources/sources/postgres.md
+++ b/docs/en/resources/sources/postgres.md
@@ -59,7 +59,7 @@ instead of hardcoding your secrets into the configuration file.

 |  **field**  |      **type**      | **required** | **description**                                                        |
 |-------------|:------------------:|:------------:|------------------------------------------------------------------------|
-| kind        |       string       |     true     | Must be "postgres".                                                    |
+| type        |       string       |     true     | Must be "postgres".                                                    |
 | host        |       string       |     true     | IP address to connect to (e.g. "127.0.0.1")                            |
 | port        |       string       |     true     | Port to connect to (e.g. "5432")                                       |
 | database    |       string       |     true     | Name of the Postgres database to connect to (e.g. "my_db").            |
--- a/docs/en/resources/sources/redis.md
+++ b/docs/en/resources/sources/redis.md
@@ -91,7 +91,7 @@ sources:

 | **field**      | **type** | **required** | **description**                                                                                                                 |
 |----------------|:--------:|:------------:|---------------------------------------------------------------------------------------------------------------------------------|
-| kind           |  string  |     true     | Must be "memorystore-redis".                                                                                                    |
+| type           |  string  |     true     | Must be "memorystore-redis".                                                                                                    |
 | address        |  string  |     true     | Primary endpoint for the Memorystore Redis instance to connect to.                                                              |
 | username       |  string  |    false     | If you are using a non-default user, specify the user name here. If you are using Memorystore for Redis, leave this field blank |
 | password       |  string  |    false     | If you have [Redis AUTH][auth] enabled, specify the AUTH string here                                                            |
--- a/docs/en/resources/sources/spanner.md
+++ b/docs/en/resources/sources/spanner.md
@@ -71,7 +71,7 @@ sources:

 | **field** | **type** | **required** | **description**                                                                                                     |
 |-----------|:--------:|:------------:|---------------------------------------------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "spanner".                                                                                                  |
+| type      |  string  |     true     | Must be "spanner".                                                                                                  |
 | project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id").                                       |
 | instance  |  string  |     true     | Name of the Spanner instance.                                                                                       |
 | database  |  string  |     true     | Name of the database on the Spanner instance                                                                        |
--- a/docs/en/resources/sources/sqlite.md
+++ b/docs/en/resources/sources/sqlite.md
@@ -61,7 +61,7 @@ sources:

 | **field** | **type** | **required** | **description**                                                                                                     |
 |-----------|:--------:|:------------:|---------------------------------------------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "sqlite".                                                                                                   |
+| type      |  string  |     true     | Must be "sqlite".                                                                                                   |
 | database  |  string  |     true     | Path to SQLite database file, or ":memory:" for an in-memory database.                                              |

 ### Connection Properties
--- a/docs/en/resources/sources/tidb.md
+++ b/docs/en/resources/sources/tidb.md
@@ -72,7 +72,7 @@ instead of hardcoding your secrets into the configuration file.

 | **field** | **type** | **required** | **description**                                                                            |
 |-----------|:--------:|:------------:|--------------------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "tidb".                                                                            |
+| type      |  string  |     true     | Must be "tidb".                                                                            |
 | host      |  string  |     true     | IP address or hostname to connect to (e.g. "127.0.0.1" or "gateway01.*.tidbcloud.com").    |
 | port      |  string  |     true     | Port to connect to (typically "4000" for TiDB).                                            |
 | database  |  string  |     true     | Name of the TiDB database to connect to (e.g. "my_db").                                    |
--- a/docs/en/resources/sources/trino.md
+++ b/docs/en/resources/sources/trino.md
@@ -49,7 +49,7 @@ instead of hardcoding your secrets into the configuration file.

 |  **field**  |      **type**      | **required** | **description**                                                        |
 |-------------|:------------------:|:------------:|------------------------------------------------------------------------|
-| kind        |       string       |     true     | Must be "trino".                                                       |
+| type        |       string       |     true     | Must be "trino".                                                       |
 | host        |       string       |     true     | Trino coordinator hostname (e.g. "trino.example.com")                 |
 | port        |       string       |     true     | Trino coordinator port (e.g. "8080", "8443")                          |
 | user        |       string       |     false    | Username for authentication (e.g. "analyst"). Optional for anonymous access. |
--- a/docs/en/resources/sources/valkey.md
+++ b/docs/en/resources/sources/valkey.md
@@ -65,7 +65,7 @@ sources:

 | **field**    | **type** | **required** | **description**                                                                                                                  |
 |--------------|:--------:|:------------:|----------------------------------------------------------------------------------------------------------------------------------|
-| kind         |  string  |     true     | Must be "valkey".                                                                                                                |
+| type         |  string  |     true     | Must be "valkey".                                                                                                                |
 | address      | []string |     true     | Endpoints for the Valkey instance to connect to.                                                                                 |
 | username     |  string  |    false     | If you are using a non-default user, specify the user name here. If you are using Memorystore for Valkey, leave this field blank |
 | password     |  string  |    false     | Password for the Valkey instance                                                                                                 |
--- a/docs/en/resources/tools/_index.md
+++ b/docs/en/resources/tools/_index.md
@@ -259,4 +259,4 @@ tools:
        - other-auth-service
 ```

-## Kinds of tools
+## Types of tools
--- a/docs/en/resources/tools/alloydbainl/alloydb-ai-nl.md
+++ b/docs/en/resources/tools/alloydbainl/alloydb-ai-nl.md
@@ -105,7 +105,7 @@ tools:

 | **field**          |                  **type**                  | **required** | **description**                                                          |
 |--------------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------|
-| kind               |                   string                   |     true     | Must be "alloydb-ai-nl".                                                 |
+| type               |                   string                   |     true     | Must be "alloydb-ai-nl".                                                 |
 | source             |                   string                   |     true     | Name of the AlloyDB source the natural language query should execute on. |
 | description        |                   string                   |     true     | Description of the tool that is passed to the LLM.                       |
 | nlConfig           |                   string                   |     true     | The name of the  `nl_config` in AlloyDB                                  |
--- a/docs/en/resources/tools/bigquery/bigquery-conversational-analytics.md
+++ b/docs/en/resources/tools/bigquery/bigquery-conversational-analytics.md
@@ -0,0 +1,54 @@
+---
+title: "bigquery-conversational-analytics"
+type: docs
+weight: 1
+description: > 
+  A "bigquery-conversational-analytics" tool allows conversational interaction with a BigQuery source.
+aliases:
+- /resources/tools/bigquery-conversational-analytics
+---
+
+## About
+
+A `bigquery-conversational-analytics` tool allows you to ask questions about your data in natural language. 
+
+This function takes a user's question (which can include conversational history for context) 
+and references to specific BigQuery tables, and sends them to a stateless conversational API.
+
+The API uses a GenAI agent to understand the question, generate and execute SQL queries 
+and Python code, and formulate an answer. This function returns a detailed, sequential 
+log of this entire process, which includes any generated SQL or Python code, the data 
+retrieved, and the final text answer.
+
+**Note**: This tool requires additional setup in your project. Please refer to the 
+official [Conversational Analytics API documentation](https://cloud.google.com/gemini/docs/conversational-analytics-api/overview)
+for instructions.
+
+It's compatible with the following sources:
+
+- [bigquery](../sources/bigquery.md)
+
+The tool takes the following input parameters:
+
+*   `user_query_with_context`: The user's question, potentially including conversation history and system instructions for context.
+*   `table_references`: A JSON string of a list of BigQuery tables to use as context. Each object in the list must contain `projectId`, `datasetId`, and `tableId`. Example: `'[{"projectId": "my-gcp-project", "datasetId": "my_dataset", "tableId": "my_table"}]'`
+
+## Example
+
+```yaml
+tools:
+  ask_data_insights:
+    kind: bigquery-conversational-analytics
+    source: my-bigquery-source
+    description: |
+      Use this tool to perform data analysis, get insights, or answer complex 
+      questions about the contents of specific BigQuery tables.
+```
+
+## Reference
+| **field**   |                  **type**                  | **required** | **description**                                                                                  |
+|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
+| type        |                   string                   |     true     | Must be "bigquery-conversational-analytics".                                                     |
+| source      |                   string                   |     true     | Name of the source for chat.                                                    |
+| description |                   string                   |     true     | Description of the tool 
+that is passed to the LLM.                                               |
--- a/docs/en/resources/tools/bigquery/bigquery-execute-sql.md
+++ b/docs/en/resources/tools/bigquery/bigquery-execute-sql.md
@@ -33,6 +33,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "bigquery-execute-sql".                                                                  |
+| type        |                   string                   |     true     | Must be "bigquery-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.                                               |
--- a/docs/en/resources/tools/bigquery/bigquery-forecast.md
+++ b/docs/en/resources/tools/bigquery/bigquery-forecast.md
@@ -44,6 +44,6 @@ You can use the following sample prompts to call this tool:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "bigquery-forecast".                                                                  |
+| type        |                   string                   |     true     | Must be "bigquery-forecast".                                                                  |
 | source      |                   string                   |     true     | Name of the source the forecast tool should execute on.                                                    |
 | description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               |
--- a/docs/en/resources/tools/bigquery/bigquery-get-dataset-info.md
+++ b/docs/en/resources/tools/bigquery/bigquery-get-dataset-info.md
@@ -34,6 +34,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "bigquery-get-dataset-info".                                                             |
+| type        |                   string                   |     true     | Must be "bigquery-get-dataset-info".                                                             |
 | 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.                                               |
--- a/docs/en/resources/tools/bigquery/bigquery-get-table-info.md
+++ b/docs/en/resources/tools/bigquery/bigquery-get-table-info.md
@@ -34,6 +34,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "bigquery-get-table-info".                                                               |
+| type        |                   string                   |     true     | Must be "bigquery-get-table-info".                                                               |
 | 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.                                               |
--- a/docs/en/resources/tools/bigquery/bigquery-list-dataset-ids.md
+++ b/docs/en/resources/tools/bigquery/bigquery-list-dataset-ids.md
@@ -33,6 +33,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "bigquery-list-dataset-ids".                                                             |
+| type        |                   string                   |     true     | Must be "bigquery-list-dataset-ids".                                                             |
 | 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.                                               |
--- a/docs/en/resources/tools/bigquery/bigquery-list-table-ids.md
+++ b/docs/en/resources/tools/bigquery/bigquery-list-table-ids.md
@@ -34,6 +34,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "bigquery-list-table-ids".                                                               |
+| type        |                   string                   |     true     | Must be "bigquery-list-table-ids".                                                               |
 | 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.                                               |
--- a/docs/en/resources/tools/bigquery/bigquery-sql.md
+++ b/docs/en/resources/tools/bigquery/bigquery-sql.md
@@ -97,7 +97,7 @@ tools:

 | **field**          |                  **type**                        | **required** | **description**                                                                                                                            |
 |--------------------|:------------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------------------------------------------------|
-| kind               |                   string                         |     true     | Must be "bigquery-sql".                                                                                                                    |
+| type               |                   string                         |     true     | Must be "bigquery-sql".                                                                                                                    |
 | source             |                   string                         |     true     | Name of the source the GoogleSQL should execute on.                                                                                        |
 | description        |                   string                         |     true     | Description of the tool that is passed to the LLM.                                                                                         |
 | statement          |                   string                         |     true     | The GoogleSQL statement to execute.                                                                                                        |
--- a/docs/en/resources/tools/bigtable/bigtable-sql.md
+++ b/docs/en/resources/tools/bigtable/bigtable-sql.md
@@ -102,7 +102,7 @@ tools:

 | **field**          |                  **type**                        | **required** | **description**                                                                                                                            |
 |--------------------|:------------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------------------------------------------------|
-| kind               |                   string                         |     true     | Must be "bigtable-sql".                                                                                                                    |
+| type               |                   string                         |     true     | Must be "bigtable-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.                                                                                                               |
--- a/docs/en/resources/tools/clickhouse/_index.md
+++ b/docs/en/resources/tools/clickhouse/_index.md
@@ -0,0 +1,7 @@
+---
+title: "ClickHouse"
+type: docs
+weight: 1
+description: >
+  Tools for interacting with ClickHouse databases and tables.
+---
--- a/docs/en/resources/tools/clickhouse/clickhouse-execute-sql.md
+++ b/docs/en/resources/tools/clickhouse/clickhouse-execute-sql.md
@@ -0,0 +1,46 @@
+---
+title: "clickhouse-execute-sql"
+type: docs
+weight: 1
+description: >
+  A "clickhouse-execute-sql" tool executes a SQL statement against a ClickHouse
+  database.
+aliases:
+- /resources/tools/clickhouse-execute-sql
+---
+
+## About
+
+A `clickhouse-execute-sql` tool executes a SQL statement against a ClickHouse
+database. It's compatible with the [clickhouse](../../sources/clickhouse.md) source.
+
+`clickhouse-execute-sql` takes one input parameter `sql` and runs the SQL
+statement against the specified `source`. This tool includes query logging
+capabilities for monitoring and debugging purposes.
+
+> **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: clickhouse-execute-sql
+    source: my-clickhouse-instance
+    description: Use this tool to execute SQL statements against ClickHouse.
+```
+
+## Parameters
+
+| **parameter** | **type** | **required** | **description**                                    |
+|---------------|:--------:|:------------:|----------------------------------------------------|
+| sql           |  string  |     true     | The SQL statement to execute against the database |
+
+## Reference
+
+| **field**   | **type** | **required** | **description**                                         |
+|-------------|:--------:|:------------:|---------------------------------------------------------|
+| type        |  string  |     true     | Must be "clickhouse-execute-sql".                      |
+| source      |  string  |     true     | Name of the ClickHouse source to execute SQL against.  |
+| description |  string  |     true     | Description of the tool that is passed to the LLM.     |
--- a/docs/en/resources/tools/clickhouse/clickhouse-sql.md
+++ b/docs/en/resources/tools/clickhouse/clickhouse-sql.md
@@ -0,0 +1,81 @@
+---
+title: "clickhouse-sql"
+type: docs
+weight: 2
+description: >
+  A "clickhouse-sql" tool executes SQL queries as prepared statements in ClickHouse.
+aliases:
+- /resources/tools/clickhouse-sql
+---
+
+## About
+
+A `clickhouse-sql` tool executes SQL queries as prepared statements against a 
+ClickHouse database. It's compatible with the [clickhouse](../../sources/clickhouse.md) source.
+
+This tool supports both template parameters (for SQL statement customization) 
+and regular parameters (for prepared statement values), providing flexible 
+query execution capabilities.
+
+## Example
+
+```yaml
+tools:
+  my_analytics_query:
+    kind: clickhouse-sql
+    source: my-clickhouse-instance
+    description: Get user analytics for a specific date range
+    statement: |
+      SELECT 
+        user_id,
+        count(*) as event_count,
+        max(timestamp) as last_event
+      FROM events 
+      WHERE date >= ? AND date <= ?
+      GROUP BY user_id
+      ORDER BY event_count DESC
+      LIMIT ?
+    parameters:
+      - name: start_date
+        description: Start date for the query (YYYY-MM-DD format)
+      - name: end_date  
+        description: End date for the query (YYYY-MM-DD format)
+      - name: limit
+        description: Maximum number of results to return
+```
+
+## Template Parameters Example
+
+```yaml
+tools:
+  flexible_table_query:
+    kind: clickhouse-sql
+    source: my-clickhouse-instance
+    description: Query any table with flexible columns
+    statement: |
+      SELECT {{columns}}
+      FROM {{table_name}}
+      WHERE created_date >= ?
+      LIMIT ?
+    templateParameters:
+      - name: columns
+        description: Comma-separated list of columns to select
+      - name: table_name
+        description: Name of the table to query
+    parameters:
+      - name: start_date
+        description: Start date filter
+      - name: limit
+        description: Maximum number of results
+```
+
+## Reference
+
+| **field**          | **type**           | **required** | **description**                                           |
+|--------------------|:------------------:|:------------:|-----------------------------------------------------------|
+| type               | string             | true         | Must be "clickhouse-sql".                                |
+| source             | string             | true         | Name of the ClickHouse source to execute SQL against.    |
+| description        | string             | true         | Description of the tool that is passed to the LLM.       |
+| statement          | string             | true         | The SQL statement template to execute.                    |
+| parameters         | array of Parameter | false        | Parameters for prepared statement values.                 |
+| templateParameters | array of Parameter | false        | Parameters for SQL statement template customization.     |
--- a/docs/en/resources/tools/couchbase/couchbase-sql.md
+++ b/docs/en/resources/tools/couchbase/couchbase-sql.md
@@ -91,7 +91,7 @@ tools:

 | **field**          |                  **type**                        | **required** | **description**                                                                                                                            |
 |--------------------|:------------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------------------------------------------------|
-| kind               |                   string                         |     true     | Must be "couchbase-sql".                                                                                                                   |
+| type               |                   string                         |     true     | Must be "couchbase-sql".                                                                                                                   |
 | source             |                   string                         |     true     | Name of the source the SQL query should execute on.                                                                                        |
 | description        |                   string                         |     true     | Description of the tool that is passed to the LLM.                                                                                         |
 | statement          |                   string                         |     true     | SQL statement to execute                                                                                                                   |
--- a/docs/en/resources/tools/dataplex/dataplex-lookup-entry.md
+++ b/docs/en/resources/tools/dataplex/dataplex-lookup-entry.md
@@ -55,6 +55,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "dataplex-lookup-entry".                                                                 |
+| type        |                   string                   |     true     | Must be "dataplex-lookup-entry".                                                                 |
 | 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.                                               |
--- a/docs/en/resources/tools/dataplex/dataplex-search-aspect-types.md
+++ b/docs/en/resources/tools/dataplex/dataplex-search-aspect-types.md
@@ -57,6 +57,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "dataplex-search-aspect-types".                                                          |
+| type        |                   string                   |     true     | Must be "dataplex-search-aspect-types".                                                          |
 | 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.                                               |
--- a/docs/en/resources/tools/dataplex/dataplex-search-entries.md
+++ b/docs/en/resources/tools/dataplex/dataplex-search-entries.md
@@ -59,6 +59,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "dataplex-search-entries".                                                               |
+| type        |                   string                   |     true     | Must be "dataplex-search-entries".                                                               |
 | 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.                                               |
--- a/docs/en/resources/tools/dgraph/dgraph-dql.md
+++ b/docs/en/resources/tools/dgraph/dgraph-dql.md
@@ -115,7 +115,7 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                              |
 |-------------|:------------------------------------------:|:------------:|----------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "dgraph-dql".                                                                        |
+| type        |                   string                   |     true     | Must be "dgraph-dql".                                                                        |
 | source      |                   string                   |     true     | Name of the source the dql query should execute on.                                          |
 | description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                           |
 | statement   |                   string                   |     true     | dql statement to execute                                                                     |
--- a/docs/en/resources/tools/firebird/firebird-execute-sql.md
+++ b/docs/en/resources/tools/firebird/firebird-execute-sql.md
@@ -36,6 +36,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "firebird-execute-sql".                                                                  |
+| type        |                   string                   |     true     | Must be "firebird-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.                                               |
--- a/docs/en/resources/tools/firebird/firebird-sql.md
+++ b/docs/en/resources/tools/firebird/firebird-sql.md
@@ -127,7 +127,7 @@ tools:

 | **field**           |                  **type**                                 | **required** | **description**                                                                                                                            |
 |---------------------|:---------------------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------------------------------------------------|
-| kind                |                   string                                  |     true     | Must be "firebird-sql".                                                                                                                    |
+| type                |                   string                                  |     true     | Must be "firebird-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.                                                                                                               |
--- a/docs/en/resources/tools/firestore/firestore-delete-documents.md
+++ b/docs/en/resources/tools/firestore/firestore-delete-documents.md
@@ -34,6 +34,6 @@ tools:

 | **field**   |     **type**   | **required** | **description**                                          |
 |-------------|:--------------:|:------------:|----------------------------------------------------------|
-| kind        |     string     |     true     | Must be "firestore-delete-documents".                    |
+| type        |     string     |     true     | Must be "firestore-delete-documents".                    |
 | source      |     string     |     true     | Name of the Firestore source to delete documents from.   |
 | description |     string     |     true     | Description of the tool that is passed to the LLM.       |
--- a/docs/en/resources/tools/firestore/firestore-get-documents.md
+++ b/docs/en/resources/tools/firestore/firestore-get-documents.md
@@ -34,6 +34,6 @@ tools:

 | **field**   |    **type**    | **required** | **description**                                            |
 |-------------|:--------------:|:------------:|------------------------------------------------------------|
-| kind        |     string     |     true     | Must be "firestore-get-documents".                         |
+| type        |     string     |     true     | Must be "firestore-get-documents".                         |
 | source      |     string     |     true     | Name of the Firestore source to retrieve documents from.   |
 | description |     string     |     true     | Description of the tool that is passed to the LLM.         |
--- a/docs/en/resources/tools/firestore/firestore-get-rules.md
+++ b/docs/en/resources/tools/firestore/firestore-get-rules.md
@@ -34,6 +34,6 @@ tools:

 | **field**   |    **type**   | **required** | **description**                                       |
 |-------------|:-------------:|:------------:|-------------------------------------------------------|
-| kind        |     string    |     true     | Must be "firestore-get-rules".                        |
+| type        |     string    |     true     | Must be "firestore-get-rules".                        |
 | source      |     string    |     true     | Name of the Firestore source to retrieve rules from.  |
 | description |     string    |     true     | Description of the tool that is passed to the LLM.    |
--- a/docs/en/resources/tools/firestore/firestore-list-collections.md
+++ b/docs/en/resources/tools/firestore/firestore-list-collections.md
@@ -37,6 +37,6 @@ tools:

 | **field**   |      **type**    | **required** | **description**                                        |
 |-------------|:----------------:|:------------:|--------------------------------------------------------|
-| kind        |      string      |     true     | Must be "firestore-list-collections".                  |
+| type        |      string      |     true     | Must be "firestore-list-collections".                  |
 | source      |      string      |     true     | Name of the Firestore source to list collections from. |
 | description |      string      |     true     | Description of the tool that is passed to the LLM.     |
--- a/docs/en/resources/tools/firestore/firestore-update-document.md
+++ b/docs/en/resources/tools/firestore/firestore-update-document.md
@@ -63,7 +63,7 @@ When `updateMask` is provided, only the fields listed in the mask are updated. T

 | **field**   |     **type**   | **required** | **description**                                          |
 |-------------|:--------------:|:------------:|----------------------------------------------------------|
-| kind        |     string     |     true     | Must be "firestore-update-document".                     |
+| type        |     string     |     true     | Must be "firestore-update-document".                     |
 | source      |     string     |     true     | Name of the Firestore source to update documents in.     |
 | description |     string     |     true     | Description of the tool that is passed to the LLM.       |

--- a/docs/en/resources/tools/http/http.md
+++ b/docs/en/resources/tools/http/http.md
@@ -249,7 +249,7 @@ my-http-tool:

 | **field**    |                  **type**                  | **required** | **description**                                                                                                                                                                                                            |
 |--------------|:------------------------------------------:|:------------:|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| kind         |                   string                   |     true     | Must be "http".                                                                                                                                                                                                            |
+| type         |                   string                   |     true     | Must be "http".                                                                                                                                                                                                            |
 | source       |                   string                   |     true     | Name of the source the HTTP request should be sent to.                                                                                                                                                                     |
 | description  |                   string                   |     true     | Description of the tool that is passed to the LLM.                                                                                                                                                                         |
 | path         |                   string                   |     true     | The path of the HTTP request. You can include static query parameters in the path string.                                                                                                                                  |
--- a/docs/en/resources/tools/looker/looker-add-dashboard-element.md
+++ b/docs/en/resources/tools/looker/looker-add-dashboard-element.md
@@ -58,6 +58,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-add-dashboard-element"                                                           |
+| type        |                   string                   |     true     | Must be "looker-add-dashboard-element"                                                           |
 | 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.                                               |
--- a/docs/en/resources/tools/looker/looker-get-dashboards.md
+++ b/docs/en/resources/tools/looker/looker-get-dashboards.md
@@ -55,6 +55,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-get-dashboards"                                                                  |
+| type        |                   string                   |     true     | Must be "looker-get-dashboards"                                                                  |
 | 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.                                               |
--- a/docs/en/resources/tools/looker/looker-get-dimensions.md
+++ b/docs/en/resources/tools/looker/looker-get-dimensions.md
@@ -33,12 +33,35 @@ tools:

          It takes two parameters, the model_name looked up from get_models and the
          explore_name looked up from get_explores.
+
+          If this returns a suggestions field for a dimension, the contents of suggestions
+          can be used as filters for this field. If this returns a suggest_explore and
+          suggest_dimension, a query against that explore and dimension can be used to find
+          valid filters for this field.
+
+```
+
+The response is a json array with the following elements:
+
+```json
+{
+  "name": "field name",
+  "description": "field description",
+  "type": "field type",
+  "label": "field label",
+  "label_short": "field short label",
+  "tags": ["tags", ...],
+  "synonyms": ["synonyms", ...],
+  "suggestions": ["suggestion", ...],
+  "suggest_explore": "explore",
+  "suggest_dimension": "dimension"
+}
 ```

 ## Reference

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-get-dimensions".                                                                 |
+| type        |                   string                   |     true     | Must be "looker-get-dimensions".                                                                 |
 | 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.                                               |
--- a/docs/en/resources/tools/looker/looker-get-explores.md
+++ b/docs/en/resources/tools/looker/looker-get-explores.md
@@ -21,6 +21,16 @@ It's compatible with the following sources:
 `looker-get-explores` accepts one parameter, the
 `model` id.

+The return type is an array of maps, each map is formatted like:
+
+```json
+{
+    "name": "explore name",
+    "description": "explore description",
+    "label": "explore label",
+    "group_label": "group label"
+}
+```
 ## Example

 ```yaml
@@ -39,6 +49,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-get-explores".                                                                   |
+| type        |                   string                   |     true     | Must be "looker-get-explores".                                                                   |
 | 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.                                               |
--- a/docs/en/resources/tools/looker/looker-get-filters.md
+++ b/docs/en/resources/tools/looker/looker-get-filters.md
@@ -35,10 +35,28 @@ tools:
          explore_name looked up from get_explores.
 ```

+The response is a json array with the following elements:
+
+```json
+{
+  "name": "field name",
+  "description": "field description",
+  "type": "field type",
+  "label": "field label",
+  "label_short": "field short label",
+  "tags": ["tags", ...],
+  "synonyms": ["synonyms", ...],
+  "suggestions": ["suggestion", ...],
+  "suggest_explore": "explore",
+  "suggest_dimension": "dimension"
+}
+```
+
+
 ## Reference

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-get-filters".                                                                    |
+| type        |                   string                   |     true     | Must be "looker-get-filters".                                                                    |
 | 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.                                               |
--- a/docs/en/resources/tools/looker/looker-get-looks.md
+++ b/docs/en/resources/tools/looker/looker-get-looks.md
@@ -55,6 +55,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-get-looks"                                                                       |
+| type        |                   string                   |     true     | Must be "looker-get-looks"                                                                       |
 | 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.                                               |
--- a/docs/en/resources/tools/looker/looker-get-measures.md
+++ b/docs/en/resources/tools/looker/looker-get-measures.md
@@ -33,12 +33,36 @@ tools:

          It takes two parameters, the model_name looked up from get_models and the
          explore_name looked up from get_explores.
+
+          If this returns a suggestions field for a measure, the contents of suggestions
+          can be used as filters for this field. If this returns a suggest_explore and
+          suggest_dimension, a query against that explore and dimension can be used to find
+          valid filters for this field.
+
 ```

+The response is a json array with the following elements:
+
+```json
+{
+  "name": "field name",
+  "description": "field description",
+  "type": "field type",
+  "label": "field label",
+  "label_short": "field short label",
+  "tags": ["tags", ...],
+  "synonyms": ["synonyms", ...],
+  "suggestions": ["suggestion", ...],
+  "suggest_explore": "explore",
+  "suggest_dimension": "dimension"
+}
+```
+
+
 ## Reference

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-get-measures".                                                                   |
+| type        |                   string                   |     true     | Must be "looker-get-measures".                                                                   |
 | 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.                                               |
--- a/docs/en/resources/tools/looker/looker-get-models.md
+++ b/docs/en/resources/tools/looker/looker-get-models.md
@@ -35,6 +35,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-get-models".                                                                     |
+| type        |                   string                   |     true     | Must be "looker-get-models".                                                                     |
 | 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.                                               |
--- a/docs/en/resources/tools/looker/looker-get-parameters.md
+++ b/docs/en/resources/tools/looker/looker-get-parameters.md
@@ -35,10 +35,28 @@ tools:
          explore_name looked up from get_explores.
 ```

+The response is a json array with the following elements:
+
+```json
+{
+  "name": "field name",
+  "description": "field description",
+  "type": "field type",
+  "label": "field label",
+  "label_short": "field short label",
+  "tags": ["tags", ...],
+  "synonyms": ["synonyms", ...],
+  "suggestions": ["suggestion", ...],
+  "suggest_explore": "explore",
+  "suggest_dimension": "dimension"
+}
+```
+
+
 ## Reference

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-get-parameters".                                                                   |
+| type        |                   string                   |     true     | Must be "looker-get-parameters".                                                                   |
 | 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.                                               |
--- a/docs/en/resources/tools/looker/looker-make-dashboard.md
+++ b/docs/en/resources/tools/looker/looker-make-dashboard.md
@@ -48,6 +48,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-make-dashboard"                                                                  |
+| type        |                   string                   |     true     | Must be "looker-make-dashboard"                                                                  |
 | source      |                   string                   |     true     | Name of the source the SQL should execute on.                                                    |
 | description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               |
--- a/docs/en/resources/tools/looker/looker-make-look.md
+++ b/docs/en/resources/tools/looker/looker-make-look.md
@@ -60,6 +60,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-make-look"                                                                       |
+| type        |                   string                   |     true     | Must be "looker-make-look"                                                                       |
 | 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.                                               |
--- a/docs/en/resources/tools/looker/looker-query-sql.md
+++ b/docs/en/resources/tools/looker/looker-query-sql.md
@@ -75,6 +75,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-query-sql"                                                                       |
+| type        |                   string                   |     true     | Must be "looker-query-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.                                               |
--- a/docs/en/resources/tools/looker/looker-query-url.md
+++ b/docs/en/resources/tools/looker/looker-query-url.md
@@ -487,6 +487,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-query-url"                                                                       |
+| type        |                   string                   |     true     | Must be "looker-query-url"                                                                       |
 | 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.                                               |
--- a/docs/en/resources/tools/looker/looker-query.md
+++ b/docs/en/resources/tools/looker/looker-query.md
@@ -75,6 +75,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-query"                                                                           |
+| type        |                   string                   |     true     | Must be "looker-query"                                                                           |
 | 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.                                               |
--- a/docs/en/resources/tools/looker/looker-run-look.md
+++ b/docs/en/resources/tools/looker/looker-run-look.md
@@ -38,6 +38,6 @@ tools:

 | **field**   |                  **type**                  | **required** | **description**                                                                                  |
 |-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-run-look"                                                                        |
+| type        |                   string                   |     true     | Must be "looker-run-look"                                                                        |
 | 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.                                               |
--- a/Show More
+++ b/Show More
@@ -1 +1 @@
 .12.0
 .13.0