Merge branch 'sdk-docs-migrate' of https://github.com/googleapis/genai-toolbox into py-sdk-docs

chore: fixed github link for python sdk
Merge branch 'main' into sdk-docs-migrate
2026-01-12 08:58:28 -05:00 · 2026-01-12 13:23:55 +05:30 · 2026-01-12 13:23:12 +05:30 · 2026-01-07 14:11:20 +05:30 · 2025-12-12 12:35:17 +05:30 · 2025-12-12 12:26:02 +05:30
107 changed files with 269 additions and 3255 deletions
--- a/.ci/integration.cloudbuild.yaml
+++ b/.ci/integration.cloudbuild.yaml
@@ -825,27 +825,7 @@ steps:
          elasticsearch \
          elasticsearch

-  - id: "snowflake"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-      - "SNOWFLAKE_DATABASE=$_SNOWFLAKE_DATABASE"
-      - "SNOWFLAKE_SCHEMA=$_SNOWFLAKE_SCHEMA"
-    secretEnv: ["CLIENT_ID", "SNOWFLAKE_USER", "SNOWFLAKE_PASS", "SNOWFLAKE_ACCOUNT"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "Snowflake" \
-          snowflake \
-          snowflake
- 
+
  - id: "cassandra"
    name: golang:1
    waitFor: ["compile-test-binary"]
@@ -1058,12 +1038,6 @@ availableSecrets:
      env: ELASTICSEARCH_USER
    - versionName: projects/$PROJECT_ID/secrets/elastic_search_pass/versions/latest
      env: ELASTICSEARCH_PASS
-    - versionName: projects/$PROJECT_ID/secrets/snowflake_account/versions/latest
-      env: SNOWFLAKE_ACCOUNT
-    - versionName: projects/$PROJECT_ID/secrets/snowflake_user/versions/latest
-      env: SNOWFLAKE_USER
-    - versionName: projects/$PROJECT_ID/secrets/snowflake_pass/versions/latest
-      env: SNOWFLAKE_PASS
    - versionName: projects/$PROJECT_ID/secrets/cassandra_user/versions/latest
      env: CASSANDRA_USER
    - versionName: projects/$PROJECT_ID/secrets/cassandra_pass/versions/latest
@@ -1150,5 +1124,4 @@ substitutions:
  _SINGLESTORE_USER: "root"
  _MARIADB_PORT: "3307"
  _MARIADB_DATABASE: test_database
-  _SNOWFLAKE_DATABASE: "test"
-  _SNOWFLAKE_SCHEMA: "PUBLIC"
+
--- a/.gitignore
+++ b/.gitignore
@@ -20,4 +20,4 @@ node_modules

 # executable
 genai-toolbox
-toolbox
+toolbox
--- a/.hugo/hugo.toml
+++ b/.hugo/hugo.toml
@@ -51,10 +51,6 @@ ignoreFiles = ["quickstart/shared", "quickstart/python", "quickstart/js", "quick
 # Add a new version block here before every release
 # The order of versions in this file is mirrored into the dropdown

-[[params.versions]]
-  version = "v0.25.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.25.0/"
-
 [[params.versions]]
  version = "v0.24.0"
  url = "https://googleapis.github.io/genai-toolbox/v0.24.0/"
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,30 +1,5 @@
 # Changelog

-## [0.25.0](https://github.com/googleapis/genai-toolbox/compare/v0.24.0...v0.25.0) (2026-01-08)
-
-
-### Features
-
-* Add `embeddingModel` support ([#2121](https://github.com/googleapis/genai-toolbox/issues/2121)) ([9c62f31](https://github.com/googleapis/genai-toolbox/commit/9c62f313ff5edf0a3b5b8a3e996eba078fba4095))
-* Add `allowed-hosts` flag ([#2254](https://github.com/googleapis/genai-toolbox/issues/2254)) ([17b41f6](https://github.com/googleapis/genai-toolbox/commit/17b41f64531b8fe417c28ada45d1992ba430dc1b))
-* Add parameter default value to manifest ([#2264](https://github.com/googleapis/genai-toolbox/issues/2264)) ([9d1feca](https://github.com/googleapis/genai-toolbox/commit/9d1feca10810fa42cb4c94a409252f1bd373ee36))
-* **snowflake:** Add Snowflake Source and Tools ([#858](https://github.com/googleapis/genai-toolbox/issues/858)) ([b706b5b](https://github.com/googleapis/genai-toolbox/commit/b706b5bc685aeda277f277868bae77d38d5fd7b6))
-* **prebuilt/cloud-sql-mysql:** Update CSQL MySQL prebuilt tools to use IAM ([#2202](https://github.com/googleapis/genai-toolbox/issues/2202)) ([731a32e](https://github.com/googleapis/genai-toolbox/commit/731a32e5360b4d6862d81fcb27d7127c655679a8))
-* **sources/bigquery:** Make credentials scope configurable ([#2210](https://github.com/googleapis/genai-toolbox/issues/2210)) ([a450600](https://github.com/googleapis/genai-toolbox/commit/a4506009b93771b77fb05ae97044f914967e67ed))
-* **sources/trino:** Add ssl verification options and fix docs example ([#2155](https://github.com/googleapis/genai-toolbox/issues/2155)) ([4a4cf1e](https://github.com/googleapis/genai-toolbox/commit/4a4cf1e712b671853678dba99c4dc49dd4fc16a2))
-* **tools/looker:** Add ability to set destination folder with `make_look` and `make_dashboard`. ([#2245](https://github.com/googleapis/genai-toolbox/issues/2245)) ([eb79339](https://github.com/googleapis/genai-toolbox/commit/eb793398cd1cc4006d9808ccda5dc7aea5e92bd5))
-* **tools/postgressql:** Add tool to list store procedure ([#2156](https://github.com/googleapis/genai-toolbox/issues/2156)) ([cf0fc51](https://github.com/googleapis/genai-toolbox/commit/cf0fc515b57d9b84770076f3c0c5597c4597ef62))
-* **tools/postgressql:** Add Parameter `embeddedBy` config support ([#2151](https://github.com/googleapis/genai-toolbox/issues/2151)) ([17b70cc](https://github.com/googleapis/genai-toolbox/commit/17b70ccaa754d15bcc33a1a3ecb7e652520fa600))
-
-
-### Bug Fixes
-
-* **server:** Add `embeddingModel` config initialization ([#2281](https://github.com/googleapis/genai-toolbox/issues/2281)) ([a779975](https://github.com/googleapis/genai-toolbox/commit/a7799757c9345f99b6d2717841fbf792d364e1a2))
-* **sources/cloudgda:** Add import for cloudgda source ([#2217](https://github.com/googleapis/genai-toolbox/issues/2217)) ([7daa411](https://github.com/googleapis/genai-toolbox/commit/7daa4111f4ebfb0a35319fd67a8f7b9f0f99efcf))
-* **tools/alloydb-wait-for-operation:** Fix connection message generation ([#2228](https://github.com/googleapis/genai-toolbox/issues/2228)) ([7053fbb](https://github.com/googleapis/genai-toolbox/commit/7053fbb1953653143d39a8510916ea97a91022a6))
-* **tools/alloydbainl:** Only add psv when NL Config Param is defined ([#2265](https://github.com/googleapis/genai-toolbox/issues/2265)) ([ef8f3b0](https://github.com/googleapis/genai-toolbox/commit/ef8f3b02f2f38ce94a6ba9acf35d08b9469bef4e))
-* **tools/looker:** Looker client OAuth nil pointer error ([#2231](https://github.com/googleapis/genai-toolbox/issues/2231)) ([268700b](https://github.com/googleapis/genai-toolbox/commit/268700bdbf8281de0318d60ca613ed3672990b20))
-
 ## [0.24.0](https://github.com/googleapis/genai-toolbox/compare/v0.23.0...v0.24.0) (2025-12-19)


--- a/README.md
+++ b/README.md
@@ -140,7 +140,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.25.0
+> export VERSION=0.24.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -153,7 +153,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.25.0
+> export VERSION=0.24.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 > chmod +x toolbox
 > ```
@@ -166,7 +166,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.25.0
+> export VERSION=0.24.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -179,7 +179,7 @@ To install Toolbox as a binary:
 >
 > ```cmd
 > :: see releases page for other versions
-> set VERSION=0.25.0
+> set VERSION=0.24.0
 > curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v%VERSION%/windows/amd64/toolbox.exe"
 > ```
 >
@@ -191,7 +191,7 @@ To install Toolbox as a binary:
 >
 > ```powershell
 > # see releases page for other versions
-> $VERSION = "0.25.0"
+> $VERSION = "0.24.0"
 > curl.exe -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe"
 > ```
 >
@@ -204,7 +204,7 @@ You can also install Toolbox as a container:

 ```sh
 # see releases page for other versions
-export VERSION=0.25.0
+export VERSION=0.24.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```

@@ -228,7 +228,7 @@ To install from source, ensure you have the latest version of
 [Go installed](https://go.dev/doc/install), and then run the following command:

 ```sh
-go install github.com/googleapis/genai-toolbox@v0.25.0
+go install github.com/googleapis/genai-toolbox@v0.24.0
 ```
 <!-- {x-release-please-end} -->

--- a/cmd/root.go
+++ b/cmd/root.go
@@ -215,8 +215,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparklistbatches"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/singlestore/singlestoreexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/singlestore/singlestoresql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/snowflake/snowflakeexecutesql"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/snowflake/snowflakesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerlistgraphs"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerlisttables"
@@ -265,7 +263,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/sources/redis"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/serverlessspark"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/singlestore"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/snowflake"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/spanner"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/sqlite"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/tidb"
@@ -381,9 +378,7 @@ func NewCommand(opts ...Option) *Command {
 	flags.BoolVar(&cmd.cfg.Stdio, "stdio", false, "Listens via MCP STDIO instead of acting as a remote HTTP server.")
 	flags.BoolVar(&cmd.cfg.DisableReload, "disable-reload", false, "Disables dynamic reloading of tools file.")
 	flags.BoolVar(&cmd.cfg.UI, "ui", false, "Launches the Toolbox UI web server.")
-	// TODO: Insecure by default. Might consider updating this for v1.0.0
 	flags.StringSliceVar(&cmd.cfg.AllowedOrigins, "allowed-origins", []string{"*"}, "Specifies a list of origins permitted to access this server. Defaults to '*'.")
-	flags.StringSliceVar(&cmd.cfg.AllowedHosts, "allowed-hosts", []string{"*"}, "Specifies a list of hosts permitted to access this server. Defaults to '*'.")

 	// wrap RunE command so that we have access to original Command object
 	cmd.RunE = func(*cobra.Command, []string) error { return run(cmd) }
@@ -949,7 +944,6 @@ func run(cmd *Command) error {

 	cmd.cfg.SourceConfigs = finalToolsFile.Sources
 	cmd.cfg.AuthServiceConfigs = finalToolsFile.AuthServices
-	cmd.cfg.EmbeddingModelConfigs = finalToolsFile.EmbeddingModels
 	cmd.cfg.ToolConfigs = finalToolsFile.Tools
 	cmd.cfg.ToolsetConfigs = finalToolsFile.Toolsets
 	cmd.cfg.PromptConfigs = finalToolsFile.Prompts
--- a/cmd/root_test.go
+++ b/cmd/root_test.go
@@ -67,9 +67,6 @@ func withDefaults(c server.ServerConfig) server.ServerConfig {
 	if c.AllowedOrigins == nil {
 		c.AllowedOrigins = []string{"*"}
 	}
-	if c.AllowedHosts == nil {
-		c.AllowedHosts = []string{"*"}
-	}
 	return c
 }

@@ -223,13 +220,6 @@ func TestServerConfigFlags(t *testing.T) {
 				AllowedOrigins: []string{"http://foo.com", "http://bar.com"},
 			}),
 		},
-		{
-			desc: "allowed hosts",
-			args: []string{"--allowed-hosts", "http://foo.com,http://bar.com"},
-			want: withDefaults(server.ServerConfig{
-				AllowedHosts: []string{"http://foo.com", "http://bar.com"},
-			}),
-		},
 	}
 	for _, tc := range tcs {
 		t.Run(tc.desc, func(t *testing.T) {
@@ -1362,7 +1352,6 @@ func TestPrebuiltTools(t *testing.T) {
 	cloudsqlmssqlobsvconfig, _ := prebuiltconfigs.Get("cloud-sql-mssql-observability")
 	serverless_spark_config, _ := prebuiltconfigs.Get("serverless-spark")
 	cloudhealthcare_config, _ := prebuiltconfigs.Get("cloud-healthcare")
-	snowflake_config, _ := prebuiltconfigs.Get("snowflake")

 	// Set environment variables
 	t.Setenv("API_KEY", "your_api_key")
@@ -1460,14 +1449,6 @@ func TestPrebuiltTools(t *testing.T) {
 	t.Setenv("CLOUD_HEALTHCARE_REGION", "your_gcp_region")
 	t.Setenv("CLOUD_HEALTHCARE_DATASET", "your_healthcare_dataset")

-	t.Setenv("SNOWFLAKE_ACCOUNT", "your_account")
-	t.Setenv("SNOWFLAKE_USER", "your_username")
-	t.Setenv("SNOWFLAKE_PASSWORD", "your_pass")
-	t.Setenv("SNOWFLAKE_DATABASE", "your_db")
-	t.Setenv("SNOWFLAKE_SCHEMA", "your_schema")
-	t.Setenv("SNOWFLAKE_WAREHOUSE", "your_wh")
-	t.Setenv("SNOWFLAKE_ROLE", "your_role")
-
 	ctx, err := testutils.ContextWithNewLogger()
 	if err != nil {
 		t.Fatalf("unexpected error: %s", err)
@@ -1765,16 +1746,6 @@ func TestPrebuiltTools(t *testing.T) {
 				},
 			},
 		},
-		{
-			name: "Snowflake prebuilt tool",
-			in:   snowflake_config,
-			wantToolset: server.ToolsetConfigs{
-				"snowflake_tools": tools.ToolsetConfig{
-					Name:      "snowflake_tools",
-					ToolNames: []string{"execute_sql", "list_tables"},
-				},
-			},
-		},
 	}

 	for _, tc := range tcs {
--- a/cmd/version.txt
+++ b/cmd/version.txt
@@ -1 +1 @@
-0.25.0
+0.24.0
--- a/docs/en/blogs/_index.md
+++ b/docs/en/blogs/_index.md
@@ -1,18 +0,0 @@
---
-title: "Featured Articles"
-weight: 3
-description: Toolbox Medium Blogs
-manualLink: "https://medium.com/@mcp_toolbox"
-manualLinkTarget: _blank
---
-
-<html>
-  <head>
-    <title>Redirecting to Featured Articles</title>
-    <link rel="canonical" href="https://medium.com/@mcp_toolbox"/>
-    <meta http-equiv="refresh" content="0;url=https://medium.com/@mcp_toolbox"/>
-  </head>
-  <body>
-    <p>If you are not automatically redirected, please <a href="https://medium.com/@mcp_toolbox">follow this link to our articles</a>.</p>
-  </body>
-</html>
--- a/docs/en/getting-started/colab_quickstart.ipynb
+++ b/docs/en/getting-started/colab_quickstart.ipynb
@@ -234,7 +234,7 @@
      },
      "outputs": [],
      "source": [
-        "version = \"0.25.0\" # x-release-please-version\n",
+        "version = \"0.24.0\" # x-release-please-version\n",
        "! curl -O https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
        "\n",
        "# Make the binary executable\n",
--- a/docs/en/getting-started/introduction/_index.md
+++ b/docs/en/getting-started/introduction/_index.md
@@ -103,7 +103,7 @@ To install Toolbox as a binary on Linux (AMD64):

 ```sh
 # see releases page for other versions
-export VERSION=0.25.0
+export VERSION=0.24.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 chmod +x toolbox
 ```
@@ -114,7 +114,7 @@ To install Toolbox as a binary on macOS (Apple Silicon):

 ```sh
 # see releases page for other versions
-export VERSION=0.25.0
+export VERSION=0.24.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 chmod +x toolbox
 ```
@@ -125,7 +125,7 @@ To install Toolbox as a binary on macOS (Intel):

 ```sh
 # see releases page for other versions
-export VERSION=0.25.0
+export VERSION=0.24.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 chmod +x toolbox
 ```
@@ -136,7 +136,7 @@ To install Toolbox as a binary on Windows (Command Prompt):

 ```cmd
 :: see releases page for other versions
-set VERSION=0.25.0
+set VERSION=0.24.0
 curl -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v%VERSION%/windows/amd64/toolbox.exe"
 ```

@@ -146,7 +146,7 @@ To install Toolbox as a binary on Windows (PowerShell):

 ```powershell
 # see releases page for other versions
-$VERSION = "0.25.0"
+$VERSION = "0.24.0"
 curl.exe -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe"
 ```

@@ -158,7 +158,7 @@ You can also install Toolbox as a container:

 ```sh
 # see releases page for other versions
-export VERSION=0.25.0
+export VERSION=0.24.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```

@@ -177,7 +177,7 @@ To install from source, ensure you have the latest version of
 [Go installed](https://go.dev/doc/install), and then run the following command:

 ```sh
-go install github.com/googleapis/genai-toolbox@v0.25.0
+go install github.com/googleapis/genai-toolbox@v0.24.0
 ```

 {{% /tab %}}
--- 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/v0.25.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->

--- a/docs/en/getting-started/quickstart/js/genAI/package-lock.json
+++ b/docs/en/getting-started/quickstart/js/genAI/package-lock.json
@@ -569,12 +569,11 @@
      }
    },
    "node_modules/jws": {
-      "version": "4.0.1",
-      "resolved": "https://registry.npmjs.org/jws/-/jws-4.0.1.tgz",
-      "integrity": "sha512-EKI/M/yqPncGUUh44xz0PxSidXFr/+r0pA70+gIYhjv+et7yxM+s29Y+VGDkovRofQem0fs7Uvf4+YmAdyRduA==",
-      "license": "MIT",
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/jws/-/jws-4.0.0.tgz",
+      "integrity": "sha512-KDncfTmOZoOMTFG4mBlG0qUIOlc03fmzH+ru6RgYVZhPkyiy/92Owlt/8UEN+a4TXR1FQetfIpJE8ApdvdVxTg==",
      "dependencies": {
-        "jwa": "^2.0.1",
+        "jwa": "^2.0.0",
        "safe-buffer": "^5.0.1"
      }
    },
--- a/docs/en/getting-started/quickstart/js/llamaindex/package-lock.json
+++ b/docs/en/getting-started/quickstart/js/llamaindex/package-lock.json
@@ -882,12 +882,11 @@
      }
    },
    "node_modules/jws": {
-      "version": "4.0.1",
-      "resolved": "https://registry.npmjs.org/jws/-/jws-4.0.1.tgz",
-      "integrity": "sha512-EKI/M/yqPncGUUh44xz0PxSidXFr/+r0pA70+gIYhjv+et7yxM+s29Y+VGDkovRofQem0fs7Uvf4+YmAdyRduA==",
-      "license": "MIT",
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/jws/-/jws-4.0.0.tgz",
+      "integrity": "sha512-KDncfTmOZoOMTFG4mBlG0qUIOlc03fmzH+ru6RgYVZhPkyiy/92Owlt/8UEN+a4TXR1FQetfIpJE8ApdvdVxTg==",
      "dependencies": {
-        "jwa": "^2.0.1",
+        "jwa": "^2.0.0",
        "safe-buffer": "^5.0.1"
      }
    },
--- a/docs/en/getting-started/quickstart/python/core/requirements.txt
+++ b/docs/en/getting-started/quickstart/python/core/requirements.txt
@@ -1,3 +1,3 @@
-google-genai==1.57.0
+google-genai==1.56.0
 toolbox-core==0.5.4
 pytest==9.0.2
--- a/docs/en/getting-started/quickstart/python/langchain/requirements.txt
+++ b/docs/en/getting-started/quickstart/python/langchain/requirements.txt
@@ -1,5 +1,5 @@
-langchain==1.2.2
-langchain-google-vertexai==3.2.1
+langchain==1.2.0
+langchain-google-vertexai==3.2.0
 langgraph==1.0.5
 toolbox-langchain==0.5.4
 pytest==9.0.2
--- a/docs/en/getting-started/quickstart/shared/configure_toolbox.md
+++ b/docs/en/getting-started/quickstart/shared/configure_toolbox.md
@@ -13,7 +13,7 @@ In this section, we will download Toolbox, configure our tools in a
    <!-- {x-release-please-start-version} -->
    ```bash
    export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->

--- a/docs/en/how-to/connect-ide/looker_mcp.md
+++ b/docs/en/how-to/connect-ide/looker_mcp.md
@@ -100,19 +100,19 @@ After you install Looker in the MCP Store, resources and tools from the server a

 {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
--- a/docs/en/how-to/connect-ide/mssql_mcp.md
+++ b/docs/en/how-to/connect-ide/mssql_mcp.md
@@ -45,19 +45,19 @@ instance:
   <!-- {x-release-please-start-version} -->
   {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
--- a/docs/en/how-to/connect-ide/mysql_mcp.md
+++ b/docs/en/how-to/connect-ide/mysql_mcp.md
@@ -43,19 +43,19 @@ expose your developer assistant tools to a MySQL instance:
   <!-- {x-release-please-start-version} -->
   {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
--- a/docs/en/how-to/connect-ide/neo4j_mcp.md
+++ b/docs/en/how-to/connect-ide/neo4j_mcp.md
@@ -44,19 +44,19 @@ expose your developer assistant tools to a Neo4j instance:
   <!-- {x-release-please-start-version} -->
   {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
--- 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/v0.25.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
--- a/docs/en/how-to/connect-ide/sqlite_mcp.md
+++ b/docs/en/how-to/connect-ide/sqlite_mcp.md
@@ -43,19 +43,19 @@ to expose your developer assistant tools to a SQLite instance:
   <!-- {x-release-please-start-version} -->
   {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
--- a/docs/en/how-to/deploy_docker.md
+++ b/docs/en/how-to/deploy_docker.md
@@ -68,12 +68,7 @@ networks:
 ```

    {{< notice tip >}}  
-To prevent DNS rebinding attack, use the `--allowed-hosts` flag to specify a
-list of hosts for validation. E.g. `command: [ "toolbox",
-"--tools-file", "/config/tools.yaml", "--address", "0.0.0.0",
-"--allowed-hosts", "localhost:5000"]`
-
-To implement CORs, use the `--allowed-origins` flag to specify a
+To prevent DNS rebinding attack, use the `--allowed-origins` flag to specify a
 list of origins permitted to access the server. E.g. `command: [ "toolbox",
 "--tools-file", "/config/tools.yaml", "--address", "0.0.0.0",
 "--allowed-origins", "https://foo.bar"]`
--- a/docs/en/how-to/deploy_gke.md
+++ b/docs/en/how-to/deploy_gke.md
@@ -188,13 +188,9 @@ description: >
                  path: tools.yaml
    ```

-    {{< notice tip >}}
+    {{< notice tip >}}  
 To prevent DNS rebinding attack, use the `--allowed-origins` flag to specify a
 list of origins permitted to access the server. E.g. `args: ["--address",
-"0.0.0.0", "--allowed-hosts", "foo.bar:5000"]`
-
-To implement CORs, use the `--allowed-origins` flag to specify a
-list of origins permitted to access the server. E.g. `args: ["--address",
 "0.0.0.0", "--allowed-origins", "https://foo.bar"]`
 {{< /notice >}}

--- a/docs/en/how-to/deploy_toolbox.md
+++ b/docs/en/how-to/deploy_toolbox.md
@@ -142,18 +142,14 @@ deployment will time out.

 ### Update deployed server to be secure

-To prevent DNS rebinding attack, use the `--allowed-hosts` flag to specify a
-list of hosts. In order to do that, you will
+To prevent DNS rebinding attack, use the `--allowed-origins` flag to specify a
+list of origins permitted to access the server. In order to do that, you will
 have to re-deploy the cloud run service with the new flag.

-To implement CORs checks, use the `--allowed-origins` flag to specify a list of
-origins permitted to access the server.
-
 1. Set an environment variable to the cloud run url: 

    ```bash
    export URL=<cloud run url>
-    export HOST=<cloud run host>
    ```

 2. Redeploy Toolbox:
@@ -164,7 +160,7 @@ origins permitted to access the server.
        --service-account toolbox-identity \
        --region us-central1 \
        --set-secrets "/app/tools.yaml=tools:latest" \
-        --args="--tools-file=/app/tools.yaml","--address=0.0.0.0","--port=8080","--allowed-origins=$URL","--allowed-hosts=$HOST"
+        --args="--tools-file=/app/tools.yaml","--address=0.0.0.0","--port=8080","--allowed-origins=$URL"
        # --allow-unauthenticated # https://cloud.google.com/run/docs/authenticating/public#gcloud
    ```

@@ -176,7 +172,7 @@ origins permitted to access the server.
        --service-account toolbox-identity \
        --region us-central1 \
        --set-secrets "/app/tools.yaml=tools:latest" \
-        --args="--tools-file=/app/tools.yaml","--address=0.0.0.0","--port=8080","--allowed-origins=$URL","--allowed-hosts=$HOST" \
+        --args="--tools-file=/app/tools.yaml","--address=0.0.0.0","--port=8080","--allowed-origins=$URL" \
        # TODO(dev): update the following to match your VPC if necessary
        --network default \
        --subnet default
--- a/docs/en/reference/cli.md
+++ b/docs/en/reference/cli.md
@@ -8,26 +8,25 @@ description: >

 ## Reference

-| Flag (Short) | Flag (Long)                | Description                                                                                                                                                                      | Default     |
-|--------------|----------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------|
-| `-a`         | `--address`                | Address of the interface the server will listen on.                                                                                                                              | `127.0.0.1` |
-|              | `--disable-reload`         | Disables dynamic reloading of tools file.                                                                                                                                        |             |
-| `-h`         | `--help`                   | help for toolbox                                                                                                                                                                 |             |
-|              | `--log-level`              | Specify the minimum level logged. Allowed: 'DEBUG', 'INFO', 'WARN', 'ERROR'.                                                                                                     | `info`      |
-|              | `--logging-format`         | Specify logging format to use. Allowed: 'standard' or 'JSON'.                                                                                                                    | `standard`  |
-| `-p`         | `--port`                   | Port the server will listen on.                                                                                                                                                  | `5000`      |
-|              | `--prebuilt`               | Use a prebuilt tool configuration by source type. See [Prebuilt Tools Reference](prebuilt-tools.md) for allowed values.                                                          |             |
-|              | `--stdio`                  | Listens via MCP STDIO instead of acting as a remote HTTP server.                                                                                                                 |             |
-|              | `--telemetry-gcp`          | Enable exporting directly to Google Cloud Monitoring.                                                                                                                            |             |
-|              | `--telemetry-otlp`         | Enable exporting using OpenTelemetry Protocol (OTLP) to the specified endpoint (e.g. 'http://127.0.0.1:4318')                                                                    |             |
-|              | `--telemetry-service-name` | Sets the value of the service.name resource attribute for telemetry data.                                                                                                        | `toolbox`   |
+| Flag (Short) | Flag (Long)                | Description                                                                                                                                                                                   | Default     |
+|--------------|----------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------|
+| `-a`         | `--address`                | Address of the interface the server will listen on.                                                                                                                                           | `127.0.0.1` |
+|              | `--disable-reload`         | Disables dynamic reloading of tools file.                                                                                                                                                     |             |
+| `-h`         | `--help`                   | help for toolbox                                                                                                                                                                              |             |
+|              | `--log-level`              | Specify the minimum level logged. Allowed: 'DEBUG', 'INFO', 'WARN', 'ERROR'.                                                                                                                  | `info`      |
+|              | `--logging-format`         | Specify logging format to use. Allowed: 'standard' or 'JSON'.                                                                                                                                 | `standard`  |
+| `-p`         | `--port`                   | Port the server will listen on.                                                                                                                                                               | `5000`      |
+|              | `--prebuilt`               | Use a prebuilt tool configuration by source type. See [Prebuilt Tools Reference](prebuilt-tools.md) for allowed values.                                     |             |
+|              | `--stdio`                  | Listens via MCP STDIO instead of acting as a remote HTTP server.                                                                                                                              |             |
+|              | `--telemetry-gcp`          | Enable exporting directly to Google Cloud Monitoring.                                                                                                                                         |             |
+|              | `--telemetry-otlp`         | Enable exporting using OpenTelemetry Protocol (OTLP) to the specified endpoint (e.g. 'http://127.0.0.1:4318')                                                                                 |             |
+|              | `--telemetry-service-name` | Sets the value of the service.name resource attribute for telemetry data.                                                                                                                     | `toolbox`   |
 |              | `--tools-file`             | File path specifying the tool configuration. Cannot be used with --tools-files or --tools-folder.                                                                                |             |
 |              | `--tools-files`            | Multiple file paths specifying tool configurations. Files will be merged. Cannot be used with --tools-file or --tools-folder.                                                    |             |
 |              | `--tools-folder`           | Directory path containing YAML tool configuration files. All .yaml and .yml files in the directory will be loaded and merged. Cannot be used with --tools-file or --tools-files. |             |
-|              | `--ui`                     | Launches the Toolbox UI web server.                                                                                                                                              |             |
-|              | `--allowed-origins`        | Specifies a list of origins permitted to access this server for CORs access.                                                                                                     | `*`         |
-|              | `--allowed-hosts`          | Specifies a list of hosts permitted to access this server to prevent DNS rebinding attacks.                                                                                      | `*`         |
-| `-v`         | `--version`                | version for toolbox                                                                                                                                                              |             |
+|              | `--ui`                     | Launches the Toolbox UI web server.                                                                                                                                                           |             |
+|              | `--allowed-origins`        | Specifies a list of origins permitted to access this server.                                                                                                                                  | `*`         |
+| `-v`         | `--version`                | version for toolbox                                                                                                                                                                           |             |

 ## Examples

--- a/docs/en/resources/sources/snowflake.md
+++ b/docs/en/resources/sources/snowflake.md
@@ -1,63 +0,0 @@
---
-title: "Snowflake"
-type: docs
-weight: 1
-description: >
-  Snowflake is a cloud-based data platform.
-
---
-
-## About
-
-[Snowflake][sf-docs] is a cloud data platform that provides a data warehouse-as-a-service designed for the cloud.
-
-[sf-docs]: https://docs.snowflake.com/
-
-## Available Tools
-
- [`snowflake-sql`](../tools/snowflake/snowflake-sql.md)  
-  Execute SQL queries as prepared statements in Snowflake.
-
- [`snowflake-execute-sql`](../tools/snowflake/snowflake-execute-sql.md)  
-  Run parameterized SQL statements in Snowflake.
-
-## Requirements
-
-### Database User
-
-This source only uses standard authentication. You will need to create a
-Snowflake user to login to the database with.
-
-## Example
-
-```yaml
-sources:
-    my-sf-source:
-        kind: snowflake
-        account: ${SNOWFLAKE_ACCOUNT}
-        user: ${SNOWFLAKE_USER}
-        password: ${SNOWFLAKE_PASSWORD}
-        database: ${SNOWFLAKE_DATABASE}
-        schema: ${SNOWFLAKE_SCHEMA}
-        warehouse: ${SNOWFLAKE_WAREHOUSE}
-        role: ${SNOWFLAKE_ROLE}
-```
-
-{{< notice tip >}}
-Use environment variable replacement with the format ${ENV_NAME}
-instead of hardcoding your secrets into the configuration file.
-{{< /notice >}}
-
-## Reference
-
-| **field** | **type** | **required** | **description**                                                        |
-|-----------|:--------:|:------------:|------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "snowflake".                                                   |
-| account   |  string  |     true     | Your Snowflake account identifier.                                     |
-| user      |  string  |     true     | Name of the Snowflake user to connect as (e.g. "my-sf-user").          |
-| password  |  string  |     true     | Password of the Snowflake user (e.g. "my-password").                   |
-| database  |  string  |     true     | Name of the Snowflake database to connect to (e.g. "my_db").           |
-| schema    |  string  |     true     | Name of the schema to use (e.g. "my_schema").                          |
-| warehouse |  string  |     false    | The virtual warehouse to use. Defaults to "COMPUTE_WH".                |
-| role      |  string  |     false    | The security role to use. Defaults to "ACCOUNTADMIN".                  |
-| timeout   |  integer |     false    | The connection timeout in seconds. Defaults to 60.                     |
--- a/docs/en/resources/sources/trino.md
+++ b/docs/en/resources/sources/trino.md
@@ -50,19 +50,16 @@ instead of hardcoding your secrets into the configuration file.

 ## Reference

-| **field**              | **type** | **required** | **description**                                                              |
-| ---------------------- | :------: | :----------: | ---------------------------------------------------------------------------- |
-| kind                   |  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. |
-| password               |  string  |    false     | Password for basic authentication                                            |
-| catalog                |  string  |     true     | Default catalog to use for queries (e.g. "hive")                             |
-| schema                 |  string  |     true     | Default schema to use for queries (e.g. "default")                           |
-| queryTimeout           |  string  |    false     | Query timeout duration (e.g. "30m", "1h")                                    |
-| accessToken            |  string  |    false     | JWT access token for authentication                                          |
-| kerberosEnabled        | boolean  |    false     | Enable Kerberos authentication (default: false)                              |
-| sslEnabled             | boolean  |    false     | Enable SSL/TLS (default: false)                                              |
-| disableSslVerification | boolean  |    false     | Skip SSL/TLS certificate verification (default: false)                       |
-| sslCertPath            |  string  |    false     | Path to a custom SSL/TLS certificate file                                    |
-| sslCert                |  string  |    false     | Custom SSL/TLS certificate content                                           |
+| **field**       | **type** | **required** | **description**                                                              |
+|-----------------|:--------:|:------------:|------------------------------------------------------------------------------|
+| kind            |  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. |
+| password        |  string  |    false     | Password for basic authentication                                            |
+| catalog         |  string  |     true     | Default catalog to use for queries (e.g. "hive")                             |
+| schema          |  string  |     true     | Default schema to use for queries (e.g. "default")                           |
+| queryTimeout    |  string  |    false     | Query timeout duration (e.g. "30m", "1h")                                    |
+| accessToken     |  string  |    false     | JWT access token for authentication                                          |
+| kerberosEnabled | boolean  |    false     | Enable Kerberos authentication (default: false)                              |
+| sslEnabled      | boolean  |    false     | Enable SSL/TLS (default: false)                                              |
--- a/docs/en/resources/tools/snowflake/_index.md
+++ b/docs/en/resources/tools/snowflake/_index.md
@@ -1,7 +0,0 @@
---
-title: "Snowflake"
-type: docs
-weight: 1
-description: > 
-  Tools that work with Snowflake Sources.
---
--- a/docs/en/resources/tools/snowflake/snowflake-execute-sql.md
+++ b/docs/en/resources/tools/snowflake/snowflake-execute-sql.md
@@ -1,40 +0,0 @@
---
-title: "snowflake-execute-sql"
-type: docs
-weight: 1
-description: >
-  A "snowflake-execute-sql" tool executes a SQL statement against a Snowflake
-  database.
---
-
-## About
-
-A `snowflake-execute-sql` tool executes a SQL statement against a Snowflake
-database. It's compatible with any of the following sources:
-
- [snowflake](../../sources/snowflake.md)
-
-`snowflake-execute-sql` takes one input parameter `sql` and run the sql
-statement against the `source`.
-
-> **Note:** This tool is intended for developer assistant workflows with
-> human-in-the-loop and shouldn't be used for production agents.
-
-## Example
-
-```yaml
-tools:
- execute_sql_tool:
-    kind: snowflake-execute-sql
-    source: my-snowflake-instance
-    description: Use this tool to execute sql statement.
-```
-
-## Reference
-
-| **field**    |   **type**    | **required** | **description**                                           |
-|--------------|:-------------:|:------------:|-----------------------------------------------------------|
-| kind         |    string     |     true     | Must be "snowflake-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.        |
-| authRequired | array[string] |    false     | List of auth services that are required to use this tool. |
--- a/docs/en/resources/tools/snowflake/snowflake-sql.md
+++ b/docs/en/resources/tools/snowflake/snowflake-sql.md
@@ -1,103 +0,0 @@
---
-title: "snowflake-sql"
-type: docs
-weight: 1
-description: >
-  A "snowflake-sql" tool executes a pre-defined SQL statement against a 
-  Snowflake database.
---
-
-## About
-
-A `snowflake-sql` tool executes a pre-defined SQL statement against a Snowflake
-database. It's compatible with any of the following sources:
-
- [snowflake](../../sources/snowflake.md)
-
-The specified SQL statement is executed as a prepared statement, and specified
-parameters will be inserted according to their position: e.g. `:1` will be the
-first parameter specified, `:2` will be the second parameter, and so on.
-
-> **Note:** This tool uses parameterized queries to prevent SQL injections.
-> Query parameters can be used as substitutes for arbitrary expressions.
-> Parameters cannot be used as substitutes for identifiers, column names, table
-> names, or other parts of the query.
-
-## Example
-
-```yaml
-tools:
- search_flights_by_number:
-    kind: snowflake-sql
-    source: my-snowflake-instance
-    statement: |
-      SELECT * FROM flights
-      WHERE airline = :1
-      AND flight_number = :2
-      LIMIT 10
-    description: |
-      Use this tool to get information for a specific flight.
-      Takes an airline code and flight number and returns info on the flight.
-      Do NOT use this tool with a flight id. Do NOT guess an airline code or flight number.
-      A airline code is a code for an airline service consisting of two-character
-      airline designator and followed by flight number, which is 1 to 4 digit number.
-      For example, if given CY 0123, the airline is "CY", and flight_number is "123".
-      Another example for this is DL 1234, the airline is "DL", and flight_number is "1234".
-      If the tool returns more than one option choose the date closes to today.
-      Example:
-      {{
-          "airline": "CY",
-          "flight_number": "888",
-      }}
-      Example:
-      {{
-          "airline": "DL",
-          "flight_number": "1234",
-      }}
-    parameters:
-      - name: airline
-        type: string
-        description: Airline unique 2 letter identifier
-      - name: flight_number
-        type: string
-        description: 1 to 4 digit number
-```
-
-### Example with Template Parameters
-
-> **Note:** This tool allows direct modifications to the SQL statement,
-> including identifiers, column names, and table names. **This makes it more
-> vulnerable to SQL injections**. Using basic parameters only (see above) is
-> recommended for performance and safety reasons. For more details, please check
-> [templateParameters](..#template-parameters).
-
-```yaml
-tools:
- list_table:
-    kind: snowflake
-    source: my-snowflake-instance
-    statement: |
-      SELECT * FROM {{.tableName}};
-    description: |
-      Use this tool to list all information from a specific table.
-      Example:
-      {{
-          "tableName": "flights",
-      }}
-    templateParameters:
-      - name: tableName
-        type: string
-        description: Table to select from
-```
-
-## Reference
-
-| **field**          |                   **type**                   | **required** | **description**                                                                                                                        |
-|--------------------|:--------------------------------------------:|:------------:|----------------------------------------------------------------------------------------------------------------------------------------|
-| kind               |                    string                    |     true     | Must be "snowflake-sql".                                                                                                               |
-| source             |                    string                    |     true     | Name of the source the SQL should execute on.                                                                                          |
-| description        |                    string                    |     true     | Description of the tool that is passed to the LLM.                                                                                     |
-| statement          |                    string                    |     true     | SQL statement to execute on.                                                                                                           |
-| parameters         |   [parameters](../#specifying-parameters)    |    false     | List of [parameters](../#specifying-parameters) that will be inserted into the SQL statement.                                          |
-| templateParameters | [templateParameters](..#template-parameters) |    false     | List of [templateParameters](..#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |
-| authRequired       |                array[string]                 |    false     | List of auth services that are required to use this tool.                                                                              |
--- a/docs/en/resources/tools/trino/trino-sql.md
+++ b/docs/en/resources/tools/trino/trino-sql.md
@@ -16,7 +16,11 @@ database. It's compatible with any of the following sources:

 - [trino](../../sources/trino.md)

-The specified SQL statement is executed as a [prepared statement][trino-prepare], and expects parameters in the SQL query to be in the form of placeholders `?`.
+The specified SQL statement is executed as a [prepared statement][trino-prepare],
+and specified parameters will be inserted according to their position: e.g. `$1`
+will be the first parameter specified, `$2` will be the second parameter, and so
+on. If template parameters are included, they will be resolved before execution
+of the prepared statement.

 [trino-prepare]: https://trino.io/docs/current/sql/prepare.html

@@ -34,8 +38,8 @@ tools:
    source: my-trino-instance
    statement: |
      SELECT * FROM hive.sales.orders
-      WHERE region = ?
-      AND order_date >= DATE(?)
+      WHERE region = $1
+      AND order_date >= DATE($2)
      LIMIT 10
    description: |
      Use this tool to get information for orders in a specific region.
--- a/docs/en/samples/alloydb/ai-nl/alloydb_ai_nl.ipynb
+++ b/docs/en/samples/alloydb/ai-nl/alloydb_ai_nl.ipynb
@@ -771,7 +771,7 @@
      },
      "outputs": [],
      "source": [
-        "version = \"0.25.0\" # x-release-please-version\n",
+        "version = \"0.24.0\" # x-release-please-version\n",
        "! curl -L -o /content/toolbox https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
        "\n",
        "# Make the binary executable\n",
--- a/docs/en/samples/alloydb/mcp_quickstart.md
+++ b/docs/en/samples/alloydb/mcp_quickstart.md
@@ -123,7 +123,7 @@ In this section, we will download and install the Toolbox binary.
    <!-- {x-release-please-start-version} -->
    ```bash
    export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    export VERSION="0.25.0"
+    export VERSION="0.24.0"
    curl -O https://storage.googleapis.com/genai-toolbox/v$VERSION/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->
--- a/docs/en/samples/bigquery/colab_quickstart_bigquery.ipynb
+++ b/docs/en/samples/bigquery/colab_quickstart_bigquery.ipynb
@@ -220,7 +220,7 @@
      },
      "outputs": [],
      "source": [
-        "version = \"0.25.0\" # x-release-please-version\n",
+        "version = \"0.24.0\" # x-release-please-version\n",
        "! curl -O https://storage.googleapis.com/genai-toolbox/v{version}/linux/amd64/toolbox\n",
        "\n",
        "# Make the binary executable\n",
--- a/docs/en/samples/bigquery/local_quickstart.md
+++ b/docs/en/samples/bigquery/local_quickstart.md
@@ -179,7 +179,7 @@ to use BigQuery, and then run the Toolbox server.
    <!-- {x-release-please-start-version} -->
    ```bash
    export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->

--- a/docs/en/samples/bigquery/mcp_quickstart/_index.md
+++ b/docs/en/samples/bigquery/mcp_quickstart/_index.md
@@ -98,7 +98,7 @@ In this section, we will download Toolbox, configure our tools in a
    <!-- {x-release-please-start-version} -->
    ```bash
    export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->

--- a/docs/en/samples/looker/looker_gemini.md
+++ b/docs/en/samples/looker/looker_gemini.md
@@ -34,7 +34,7 @@ In this section, we will download Toolbox and run the Toolbox server.
    <!-- {x-release-please-start-version} -->
    ```bash
    export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->

--- a/docs/en/samples/looker/looker_gemini_oauth/_index.md
+++ b/docs/en/samples/looker/looker_gemini_oauth/_index.md
@@ -48,7 +48,7 @@ In this section, we will download Toolbox and run the Toolbox server.
    <!-- {x-release-please-start-version} -->
    ```bash
    export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->

--- a/docs/en/samples/looker/looker_mcp_inspector/_index.md
+++ b/docs/en/samples/looker/looker_mcp_inspector/_index.md
@@ -34,7 +34,7 @@ In this section, we will download Toolbox and run the Toolbox server.
    <!-- {x-release-please-start-version} -->
    ```bash
    export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.25.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.24.0/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->

--- a/docs/en/samples/snowflake/_index.md
+++ b/docs/en/samples/snowflake/_index.md
@@ -1,161 +0,0 @@
---
-title: "Snowflake"
-type: docs
-weight: 2
-description: >
-  How to get started running Toolbox with MCP Inspector and Snowflake as the source.
---
-
-## Overview
-
-[Model Context Protocol](https://modelcontextprotocol.io) is an open protocol
-that standardizes how applications provide context to LLMs. Check out this page
-on how to [connect to Toolbox via MCP](../../how-to/connect_via_mcp.md).
-
-## Before you begin
-
-This guide assumes you have already done the following:
-
-1.  [Create a Snowflake account](https://signup.snowflake.com/).
-1.  Connect to the instance using [SnowSQL](https://docs.snowflake.com/en/user-guide/snowsql), or any other Snowflake client.
-
-## Step 1: Set up your environment
-
-Copy the environment template and update it with your Snowflake credentials:
-
-```bash
-cp examples/snowflake-env.sh my-snowflake-env.sh
-```
-
-Edit `my-snowflake-env.sh` with your actual Snowflake connection details:
-
-```bash
-export SNOWFLAKE_ACCOUNT="your-account-identifier"
-export SNOWFLAKE_USER="your-username"
-export SNOWFLAKE_PASSWORD="your-password"
-export SNOWFLAKE_DATABASE="your-database"
-export SNOWFLAKE_SCHEMA="your-schema"
-export SNOWFLAKE_WAREHOUSE="COMPUTE_WH"
-export SNOWFLAKE_ROLE="ACCOUNTADMIN"
-```
-
-## Step 2: Install Toolbox
-
-In this section, we will download and install the Toolbox binary.
-
-1. Download the latest version of Toolbox as a binary:
-
-    {{< notice tip >}}
-   Select the
-   [correct binary](https://github.com/googleapis/genai-toolbox/releases)
-   corresponding to your OS and CPU architecture.
-    {{< /notice >}}
-    <!-- {x-release-please-start-version} -->
-    ```bash
-    export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    export VERSION="0.10.0"
-    curl -O https://storage.googleapis.com/genai-toolbox/v$VERSION/$OS/toolbox
-    ```
-    <!-- {x-release-please-end} -->
-
-1. Make the binary executable:
-
-    ```bash
-    chmod +x toolbox
-    ```
-
-## Step 3: Configure the tools
-
-You have two options:
-
-#### Option A: Use the prebuilt configuration
-
-```bash
-./toolbox --prebuilt snowflake
-```
-
-#### Option B: Use the custom configuration
-
-Create a `tools.yaml` file and add the following content. You must replace the placeholders with your actual Snowflake configuration.
-
-```yaml
-sources:
-  snowflake-source:
-    kind: snowflake
-    account: ${SNOWFLAKE_ACCOUNT}
-    user: ${SNOWFLAKE_USER}
-    password: ${SNOWFLAKE_PASSWORD}
-    database: ${SNOWFLAKE_DATABASE}
-    schema: ${SNOWFLAKE_SCHEMA}
-    warehouse: ${SNOWFLAKE_WAREHOUSE}
-    role: ${SNOWFLAKE_ROLE}
-
-tools:
-    execute_sql:
-        kind: snowflake-execute-sql
-        source: snowflake-source
-        description: Use this tool to execute SQL.
-
-    list_tables:
-        kind: snowflake-sql
-        source: snowflake-source
-        description: "Lists detailed schema information for user-created tables."
-        statement: |
-           SELECT table_name, table_type 
-           FROM information_schema.tables 
-           WHERE table_schema = current_schema()
-           ORDER BY table_name;
-```
-
-For more info on tools, check out the
-[Tools](../../resources/tools/) section.
-
-## Step 4: Run the Toolbox server
-
-Run the Toolbox server, pointing to the `tools.yaml` file created earlier:
-
-```bash
-./toolbox --tools-file "tools.yaml"
-```
-
-## Step 5: Connect to MCP Inspector
-
-1. Run the MCP Inspector:
-
-    ```bash
-    npx @modelcontextprotocol/inspector
-    ```
-
-1. Type `y` when it asks to install the inspector package.
-
-1. It should show the following when the MCP Inspector is up and running (please take note of `<YOUR_SESSION_TOKEN>`):
-
-    ```bash
-    Starting MCP inspector...
-    ⚙️ Proxy server listening on localhost:6277
-    🔑 Session token: <YOUR_SESSION_TOKEN>
-       Use this token to authenticate requests or set DANGEROUSLY_OMIT_AUTH=true to disable auth
-
-    🚀 MCP Inspector is up and running at:
-       http://localhost:6274/?MCP_PROXY_AUTH_TOKEN=<YOUR_SESSION_TOKEN>
-    ```
-
-1. Open the above link in your browser.
-
-1. For `Transport Type`, select `Streamable HTTP`.
-
-1. For `URL`, type in `http://127.0.0.1:5000/mcp`.
-
-1. For `Configuration` -> `Proxy Session Token`, make sure `<YOUR_SESSION_TOKEN>` is present.
-
-1. Click Connect.
-
-1. Select `List Tools`, you will see a list of tools configured in `tools.yaml`.
-
-1. Test out your tools here!
-
-## What's next
-
- Learn more about [MCP Inspector](../../how-to/connect_via_mcp.md).
- Learn more about [Toolbox Resources](../../resources/).
- Learn more about [Toolbox How-to guides](../../how-to/).
--- a/docs/en/samples/snowflake/runme.py
+++ b/docs/en/samples/snowflake/runme.py
@@ -1,18 +0,0 @@
-import asyncio
-from toolbox_core import ToolboxClient
-
-
-async def main():
-    # Replace with the actual URL where your Toolbox service is running
-    async with ToolboxClient("http://127.0.0.1:5000") as toolbox:
-        tool = await toolbox.load_tool("execute_sql")
-        result = await tool("SELECT 1")
-        print(result)
-
-        tool = await toolbox.load_tool("list_tables")
-        result = await tool(table_names="DIM_DATE")
-        print(result)
-
-
-if __name__ == "__main__":
-    asyncio.run(main())
--- a/docs/en/samples/snowflake/snowflake-config.yaml
+++ b/docs/en/samples/snowflake/snowflake-config.yaml
@@ -1,68 +0,0 @@
-# Copyright 2026 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-sources:
-  my-snowflake-db:
-    kind: snowflake
-    account: ${SNOWFLAKE_ACCOUNT}
-    user: ${SNOWFLAKE_USER}
-    password: ${SNOWFLAKE_PASSWORD}
-    database: ${SNOWFLAKE_DATABASE}
-    schema: ${SNOWFLAKE_SCHEMA}
-    warehouse: ${SNOWFLAKE_WAREHOUSE}  # Optional, defaults to COMPUTE_WH if not set
-    role: ${SNOWFLAKE_ROLE}           # Optional, defaults to ACCOUNTADMIN if not set
-
-tools:
-  execute_sql:
-    kind: snowflake-execute-sql
-    source: my-snowflake-db
-    description: Execute arbitrary SQL statements on Snowflake
-
-  get_customer_orders:
-    kind: snowflake-sql
-    source: my-snowflake-db
-    description: Get orders for a specific customer
-    statement: |
-      SELECT o.order_id, o.order_date, o.total_amount, o.status
-      FROM orders o
-      WHERE o.customer_id = $1
-      ORDER BY o.order_date DESC
-    parameters:
-      - name: customer_id
-        type: string
-        description: The customer ID to look up orders for
-
-  daily_sales_report:
-    kind: snowflake-sql
-    source: my-snowflake-db
-    description: Generate daily sales report for a specific date
-    statement: |
-      SELECT 
-        DATE(order_date) as sales_date,
-        COUNT(*) as total_orders,
-        SUM(total_amount) as total_revenue,
-        AVG(total_amount) as avg_order_value
-      FROM orders
-      WHERE DATE(order_date) = $1
-      GROUP BY DATE(order_date)
-    parameters:
-      - name: report_date
-        type: string
-        description: The date to generate report for (YYYY-MM-DD format)
-
-toolsets:
-  snowflake-analytics:
-    - execute_sql
-    - get_customer_orders
-    - daily_sales_report
--- a/docs/en/samples/snowflake/snowflake-env.sh
+++ b/docs/en/samples/snowflake/snowflake-env.sh
@@ -1,28 +0,0 @@
-#!/bin/bash
-
-# Snowflake Connection Configuration
-# Copy this file to snowflake-env.sh and update with your actual values
-# Then source it before running the toolbox: source snowflake-env.sh
-
-# Required environment variables
-export SNOWFLAKE_ACCOUNT="your-account-identifier"     # e.g., "xy12345.snowflakecomputing.com"
-export SNOWFLAKE_USER="your-username"                  # Your Snowflake username
-export SNOWFLAKE_PASSWORD="your-password"              # Your Snowflake password
-export SNOWFLAKE_DATABASE="your-database"              # Database name
-export SNOWFLAKE_SCHEMA="your-schema"                  # Schema name (usually "PUBLIC")
-
-# Optional environment variables (will use defaults if not set)
-export SNOWFLAKE_WAREHOUSE="COMPUTE_WH"                # Warehouse name (default: COMPUTE_WH)
-export SNOWFLAKE_ROLE="ACCOUNTADMIN"                   # Role name (default: ACCOUNTADMIN)
-
-echo "Snowflake environment variables have been set!"
-echo "Account: $SNOWFLAKE_ACCOUNT"
-echo "User: $SNOWFLAKE_USER"
-echo "Database: $SNOWFLAKE_DATABASE"
-echo "Schema: $SNOWFLAKE_SCHEMA"
-echo "Warehouse: $SNOWFLAKE_WAREHOUSE"
-echo "Role: $SNOWFLAKE_ROLE"
-echo ""
-echo "You can now run the toolbox with:"
-echo "  ./toolbox --prebuilt snowflake                    # Use prebuilt configuration"
-echo "  ./toolbox --tools-file docs/en/samples/snowflake/snowflake-config.yaml  # Use custom configuration"
--- a/docs/en/samples/snowflake/test-snowflake.sh
+++ b/docs/en/samples/snowflake/test-snowflake.sh
@@ -1,56 +0,0 @@
-#!/bin/bash
-
-# Test script to demonstrate Snowflake configuration with environment variables
-# This script shows how to set up and test the Snowflake toolbox configuration
-
-echo "=== Testing Snowflake Configuration ==="
-echo ""
-
-# Set up test environment variables (replace with your actual values)
-echo "Setting up test environment variables..."
-export SNOWFLAKE_ACCOUNT="test-account"
-export SNOWFLAKE_USER="test-user"
-export SNOWFLAKE_PASSWORD="test-password"
-export SNOWFLAKE_DATABASE="test-database"
-export SNOWFLAKE_SCHEMA="test-schema"
-export SNOWFLAKE_WAREHOUSE="COMPUTE_WH"
-export SNOWFLAKE_ROLE="ACCOUNTADMIN"
-
-echo "Environment variables set:"
-echo "  SNOWFLAKE_ACCOUNT: $SNOWFLAKE_ACCOUNT"
-echo "  SNOWFLAKE_USER: $SNOWFLAKE_USER"
-echo "  SNOWFLAKE_DATABASE: $SNOWFLAKE_DATABASE"
-echo "  SNOWFLAKE_SCHEMA: $SNOWFLAKE_SCHEMA"
-echo "  SNOWFLAKE_WAREHOUSE: $SNOWFLAKE_WAREHOUSE"
-echo "  SNOWFLAKE_ROLE: $SNOWFLAKE_ROLE"
-echo ""
-
-echo "=== Testing Prebuilt Configuration ==="
-echo "This will attempt to initialize with the prebuilt Snowflake configuration:"
-echo "Command: ./toolbox --prebuilt snowflake --stdio"
-echo ""
-echo "Expected result: Connection failure due to test credentials (this is normal)"
-echo ""
-
-# Test the prebuilt configuration (this will fail with test credentials, which is expected)
-timeout 5s ./toolbox --prebuilt snowflake --stdio 2>&1 | head -5
-
-echo ""
-echo "=== Testing Custom Configuration ==="
-echo "This will attempt to initialize with the custom Snowflake configuration:"
-echo "Command: ./toolbox --tools-file docs/en/samples/snowflake/snowflake-config.yaml --stdio"
-echo ""
-echo "Expected result: Connection failure due to test credentials (this is normal)"
-echo ""
-
-# Test the custom configuration (this will fail with test credentials, which is expected)
-timeout 5s ./toolbox --tools-file docs/en/samples/snowflake/snowflake-config.yaml --stdio 2>&1 | head -5
-
-echo ""
-echo "=== Instructions for Real Usage ==="
-echo "1. Copy docs/en/samples/snowflake/snowflake-env.sh to your own file"
-echo "2. Edit it with your actual Snowflake credentials"
-echo "3. Source the file: source your-snowflake-env.sh"
-echo "4. Run: ./toolbox --prebuilt snowflake"
-echo ""
-echo "For more information, see docs/en/samples/snowflake"
--- a/docs/en/sdks/JS-sdk/_index.md
+++ b/docs/en/sdks/JS-sdk/_index.md
@@ -0,0 +1,25 @@
+---
+title: "JS SDK"
+type: docs
+weight: 7
+description: >
+  JS SDKs to connect to the MCP Toolbox server.
+---
+
+
+## Overview
+
+The MCP Toolbox service provides a centralized way to manage and expose tools
+(like API connectors, database query tools, etc.) for use by GenAI applications.
+
+These JS SDKs act as clients for that service. They handle the communication needed to:
+
+* Fetch tool definitions from your running Toolbox instance.
+* Provide convenient JS objects or functions representing those tools.
+* Invoke the tools (calling the underlying APIs/services configured in Toolbox).
+* Handle authentication and parameter binding as needed.
+
+By using these SDKs, you can easily leverage your Toolbox-managed tools directly
+within your JS applications or AI orchestration frameworks.
+
+[Github](https://github.com/googleapis/mcp-toolbox-sdk-js)
--- a/docs/en/sdks/go-sdk.md
+++ b/docs/en/sdks/go-sdk.md
@@ -1,15 +0,0 @@
---
-title: "Go SDK"
-weight: 2
-description: Go lang client SDK
-icon: fa-brands fa-golang
-manualLink: "https://github.com/googleapis/mcp-toolbox-sdk-go"
-manualLinkTarget: _blank
---
-
-<html>
-  <head>
-    <link rel="canonical" href="https://github.com/googleapis/mcp-toolbox-sdk-go"/>
-    <meta http-equiv="refresh" content="0;url=https://github.com/googleapis/mcp-toolbox-sdk-go"/>
-  </head>
-</html>
--- a/docs/en/sdks/go-sdk/_index.md
+++ b/docs/en/sdks/go-sdk/_index.md
@@ -0,0 +1,25 @@
+---
+title: "Go SDK"
+type: docs
+weight: 7
+description: >
+  Go SDKs to connect to the MCP Toolbox server.
+---
+
+
+## Overview
+
+The MCP Toolbox service provides a centralized way to manage and expose tools
+(like API connectors, database query tools, etc.) for use by GenAI applications.
+
+The Go SDK act as clients for that service. They handle the communication needed to:
+
+* Fetch tool definitions from your running Toolbox instance.
+* Provide convenient Go structs representing those tools.
+* Invoke the tools (calling the underlying APIs/services configured in Toolbox).
+* Handle authentication and parameter binding as needed.
+
+By using the SDK, you can easily leverage your Toolbox-managed tools directly
+within your Go applications or AI orchestration frameworks.
+
+[Github](https://github.com/googleapis/mcp-toolbox-sdk-go)
--- a/docs/en/sdks/js-sdk.md
+++ b/docs/en/sdks/js-sdk.md
@@ -1,15 +0,0 @@
---
-title: "JS SDK"
-weight: 2
-description: Javascript client SDK
-icon: fa-brands fa-node-js
-manualLink: "https://github.com/googleapis/mcp-toolbox-sdk-js"
-manualLinkTarget: _blank
---
-
-<html>
-  <head>
-    <link rel="canonical" href="https://github.com/googleapis/mcp-toolbox-sdk-js"/>
-    <meta http-equiv="refresh" content="0;url=https://github.com/googleapis/mcp-toolbox-sdk-js"/>
-  </head>
-</html>
--- a/docs/en/sdks/python-sdk.md
+++ b/docs/en/sdks/python-sdk.md
@@ -1,15 +0,0 @@
---
-title: "Python SDK"
-weight: 2
-description: Python client SDK
-icon: fa-brands fa-python
-manualLink: "https://github.com/googleapis/mcp-toolbox-sdk-python"
-manualLinkTarget: _blank
---
-
-<html>
-  <head>
-    <link rel="canonical" href="https://github.com/googleapis/mcp-toolbox-sdk-python"/>
-    <meta http-equiv="refresh" content="0;url=https://github.com/googleapis/mcp-toolbox-sdk-python"/>
-  </head>
-</html>
--- a/docs/en/sdks/python-sdk/_index.md
+++ b/docs/en/sdks/python-sdk/_index.md
@@ -0,0 +1,57 @@
+---
+title: "Python SDK"
+type: docs
+weight: 7
+description: >
+  Python SDKs to connect to the MCP Toolbox server.
+---
+
+
+## Overview
+
+The MCP Toolbox service provides a centralized way to manage and expose tools
+(like API connectors, database query tools, etc.) for use by GenAI applications.
+
+These Python SDKs act as clients for that service. They handle the communication needed to:
+
+* Fetch tool definitions from your running Toolbox instance.
+* Provide convenient Python objects or functions representing those tools.
+* Invoke the tools (calling the underlying APIs/services configured in Toolbox).
+* Handle authentication and parameter binding as needed.
+
+By using these SDKs, you can easily leverage your Toolbox-managed tools directly
+within your Python applications or AI orchestration frameworks.
+
+## Which Package Should I Use?
+
+Choosing the right package depends on how you are building your application:
+
+* [`toolbox-langchain`](langchain):
+  Use this package if you are building your application using the LangChain or
+  LangGraph frameworks. It provides tools that are directly compatible with the
+  LangChain ecosystem (`BaseTool` interface), simplifying integration.
+* [`toolbox-llamaindex`](llamaindex):
+  Use this package if you are building your application using the LlamaIndex framework.
+  It provides tools that are directly compatible with the
+  LlamaIndex ecosystem (`BaseTool` interface), simplifying integration.
+* [`toolbox-core`](core):
+  Use this package if you are not using LangChain/LangGraph or any other
+  orchestration framework, or if you need a framework-agnostic way to interact
+  with Toolbox tools (e.g., for custom orchestration logic or direct use in
+  Python scripts).
+
+## Available Packages
+
+This repository hosts the following Python packages. See the package-specific
+README for detailed installation and usage instructions:
+
+| Package | Target Use Case | Integration | Path | Details (README) | PyPI Status |
+| :------ | :---------- | :---------- | :---------------------- | :---------- | :--------- 
+| `toolbox-core` | Framework-agnostic / Custom applications | Use directly / Custom | `packages/toolbox-core/` | 📄 [View README](https://github.com/googleapis/mcp-toolbox-sdk-python/blob/main/packages/toolbox-core/README.md) | ![pypi version](https://img.shields.io/pypi/v/toolbox-core.svg) |
+| `toolbox-langchain` | LangChain / LangGraph applications | LangChain / LangGraph | `packages/toolbox-langchain/` | 📄 [View README](https://github.com/googleapis/mcp-toolbox-sdk-python/blob/main/packages/toolbox-langchain/README.md) | ![pypi version](https://img.shields.io/pypi/v/toolbox-langchain.svg) |
+| `toolbox-llamaindex` | LlamaIndex applications | LlamaIndex | `packages/toolbox-llamaindex/` | 📄 [View README](https://github.com/googleapis/mcp-toolbox-sdk-python/blob/main/packages/toolbox-llamaindex/README.md) | ![pypi version](https://img.shields.io/pypi/v/toolbox-llamaindex.svg) |
+
+
+{{< notice note >}}
+Source code for [python-sdk](https://github.com/googleapis/mcp-toolbox-sdk-python)
+{{< /notice >}}
--- a/gemini-extension.json
+++ b/gemini-extension.json
@@ -1,6 +1,6 @@
 {
  "name": "mcp-toolbox-for-databases",
-  "version": "0.25.0",
+  "version": "0.24.0",
  "description": "MCP Toolbox for Databases is an open-source MCP server for more than 30 different datasources.",
  "contextFileName": "MCP-TOOLBOX-EXTENSION.md"
 }
--- a/go.mod
+++ b/go.mod
@@ -37,14 +37,12 @@ require (
 	github.com/google/go-cmp v0.7.0
 	github.com/google/uuid v1.6.0
 	github.com/jackc/pgx/v5 v5.7.6
-	github.com/jmoiron/sqlx v1.4.0
 	github.com/looker-open-source/sdk-codegen/go v0.25.21
 	github.com/microsoft/go-mssqldb v1.9.3
 	github.com/nakagami/firebirdsql v0.9.15
 	github.com/neo4j/neo4j-go-driver/v5 v5.28.4
 	github.com/redis/go-redis/v9 v9.17.2
 	github.com/sijms/go-ora/v2 v2.9.0
-	github.com/snowflakedb/gosnowflake v1.18.1
 	github.com/spf13/cobra v1.10.1
 	github.com/thlib/go-timezone-local v0.0.7
 	github.com/trinodb/trino-go-client v0.330.0
@@ -90,40 +88,13 @@ require (
 	cloud.google.com/go/monitoring v1.24.3 // indirect
 	cloud.google.com/go/trace v1.11.7 // indirect
 	filippo.io/edwards25519 v1.1.0 // indirect
-	github.com/99designs/go-keychain v0.0.0-20191008050251-8e49817e8af4 // indirect
-	github.com/99designs/keyring v1.2.2 // indirect
-	github.com/Azure/azure-sdk-for-go/sdk/azcore v1.18.0 // indirect
-	github.com/Azure/azure-sdk-for-go/sdk/internal v1.11.1 // indirect
-	github.com/Azure/azure-sdk-for-go/sdk/storage/azblob v1.0.0 // indirect
-	github.com/BurntSushi/toml v1.4.0 // indirect
 	github.com/GoogleCloudPlatform/grpc-gcp-go/grpcgcp v1.5.3 // indirect
 	github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0 // indirect
 	github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.54.0 // indirect
 	github.com/PuerkitoBio/goquery v1.10.3 // indirect
 	github.com/VictoriaMetrics/easyproto v0.1.4 // indirect
 	github.com/ajg/form v1.5.1 // indirect
-	github.com/apache/arrow-go/v18 v18.4.0 // indirect
 	github.com/apache/arrow/go/v15 v15.0.2 // indirect
-	github.com/apache/thrift v0.22.0 // indirect
-	github.com/aws/aws-sdk-go-v2 v1.39.0 // indirect
-	github.com/aws/aws-sdk-go-v2/aws/protocol/eventstream v1.7.1 // indirect
-	github.com/aws/aws-sdk-go-v2/config v1.31.8 // indirect
-	github.com/aws/aws-sdk-go-v2/credentials v1.18.12 // indirect
-	github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.18.7 // indirect
-	github.com/aws/aws-sdk-go-v2/feature/s3/manager v1.16.15 // indirect
-	github.com/aws/aws-sdk-go-v2/internal/configsources v1.4.7 // indirect
-	github.com/aws/aws-sdk-go-v2/internal/endpoints/v2 v2.7.7 // indirect
-	github.com/aws/aws-sdk-go-v2/internal/ini v1.8.3 // indirect
-	github.com/aws/aws-sdk-go-v2/internal/v4a v1.4.7 // indirect
-	github.com/aws/aws-sdk-go-v2/service/internal/accept-encoding v1.13.1 // indirect
-	github.com/aws/aws-sdk-go-v2/service/internal/checksum v1.8.7 // indirect
-	github.com/aws/aws-sdk-go-v2/service/internal/presigned-url v1.13.7 // indirect
-	github.com/aws/aws-sdk-go-v2/service/internal/s3shared v1.19.7 // indirect
-	github.com/aws/aws-sdk-go-v2/service/s3 v1.88.1 // indirect
-	github.com/aws/aws-sdk-go-v2/service/sso v1.29.3 // indirect
-	github.com/aws/aws-sdk-go-v2/service/ssooidc v1.34.4 // indirect
-	github.com/aws/aws-sdk-go-v2/service/sts v1.38.4 // indirect
-	github.com/aws/smithy-go v1.23.0 // indirect
 	github.com/cespare/xxhash/v2 v2.3.0 // indirect
 	github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443 // indirect
 	github.com/couchbase/gocbcore/v10 v10.8.1 // indirect
@@ -131,10 +102,8 @@ require (
 	github.com/couchbase/goprotostellar v1.0.2 // indirect
 	github.com/couchbase/tools-common/errors v1.0.0 // indirect
 	github.com/couchbaselabs/gocbconnstr/v2 v2.0.0 // indirect
-	github.com/danieljoos/wincred v1.2.2 // indirect
 	github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f // indirect
 	github.com/dustin/go-humanize v1.0.1 // indirect
-	github.com/dvsekhvalnov/jose2go v1.7.0 // indirect
 	github.com/envoyproxy/go-control-plane/envoy v1.32.4 // indirect
 	github.com/envoyproxy/protoc-gen-validate v1.2.1 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
@@ -146,9 +115,7 @@ require (
 	github.com/go-playground/locales v0.14.1 // indirect
 	github.com/go-playground/universal-translator v0.18.1 // indirect
 	github.com/goccy/go-json v0.10.5 // indirect
-	github.com/godbus/dbus v0.0.0-20190726142602-4481cbc300e2 // indirect
 	github.com/godror/knownpb v0.3.0 // indirect
-	github.com/golang-jwt/jwt/v5 v5.3.0 // indirect
 	github.com/golang-sql/civil v0.0.0-20220223132316-b832511892a9 // indirect
 	github.com/golang-sql/sqlexp v0.1.0 // indirect
 	github.com/golang/groupcache v0.0.0-20241129210726-2c02b8208cf8 // indirect
@@ -160,7 +127,6 @@ require (
 	github.com/gorilla/websocket v1.5.3 // indirect
 	github.com/grpc-ecosystem/go-grpc-middleware v1.4.0 // indirect
 	github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.2 // indirect
-	github.com/gsterjov/go-libsecret v0.0.0-20161001094733-a6f4afe4910c // indirect
 	github.com/hashicorp/go-uuid v1.0.3 // indirect
 	github.com/inconshreveable/mousetrap v1.1.0 // indirect
 	github.com/jackc/pgpassfile v1.0.0 // indirect
@@ -174,25 +140,19 @@ require (
 	github.com/jcmturner/rpc/v2 v2.0.3 // indirect
 	github.com/json-iterator/go v1.1.12 // indirect
 	github.com/kardianos/osext v0.0.0-20190222173326-2bc1f35cddc0 // indirect
-	github.com/klauspost/asmfmt v1.3.2 // indirect
 	github.com/klauspost/compress v1.18.0 // indirect
 	github.com/klauspost/cpuid/v2 v2.2.11 // indirect
 	github.com/leodido/go-urn v1.4.0 // indirect
 	github.com/mattn/go-isatty v0.0.20 // indirect
-	github.com/minio/asm2plan9s v0.0.0-20200509001527-cdd76441f9d8 // indirect
-	github.com/minio/c2goasm v0.0.0-20190812172519-36a3d3bbc4f3 // indirect
 	github.com/modern-go/concurrent v0.0.0-20180306012644-bacd9c7ef1dd // indirect
 	github.com/modern-go/reflect2 v1.0.2 // indirect
 	github.com/montanaflynn/stats v0.7.1 // indirect
-	github.com/mtibben/percent v0.2.1 // indirect
 	github.com/nakagami/chacha20 v0.1.0 // indirect
 	github.com/ncruces/go-strftime v0.1.9 // indirect
 	github.com/pierrec/lz4 v2.6.1+incompatible // indirect
 	github.com/pierrec/lz4/v4 v4.1.22 // indirect
-	github.com/pkg/browser v0.0.0-20240102092130-5ac0b6a4141c // indirect
 	github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10 // indirect
 	github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec // indirect
-	github.com/sirupsen/logrus v1.9.3 // indirect
 	github.com/spf13/pflag v1.0.9 // indirect
 	github.com/spiffe/go-spiffe/v2 v2.5.0 // indirect
 	github.com/xdg-go/pbkdf2 v1.0.0 // indirect
@@ -222,7 +182,6 @@ require (
 	golang.org/x/sync v0.18.0 // indirect
 	golang.org/x/sys v0.38.0 // indirect
 	golang.org/x/telemetry v0.0.0-20251008203120-078029d740a8 // indirect
-	golang.org/x/term v0.37.0 // indirect
 	golang.org/x/text v0.31.0 // indirect
 	golang.org/x/time v0.14.0 // indirect
 	golang.org/x/tools v0.38.0 // indirect
--- a/go.sum
+++ b/go.sum
@@ -643,10 +643,6 @@ filippo.io/edwards25519 v1.1.0 h1:FNf4tywRC1HmFuKW5xopWpigGjJKiJSV0Cqo0cJWDaA=
 filippo.io/edwards25519 v1.1.0/go.mod h1:BxyFTGdWcka3PhytdK4V28tE5sGfRvvvRV7EaN4VDT4=
 gioui.org v0.0.0-20210308172011-57750fc8a0a6/go.mod h1:RSH6KIUZ0p2xy5zHDxgAM4zumjgTw83q2ge/PI+yyw8=
 git.sr.ht/~sbinet/gg v0.3.1/go.mod h1:KGYtlADtqsqANL9ueOFkWymvzUvLMQllU5Ixo+8v3pc=
-github.com/99designs/go-keychain v0.0.0-20191008050251-8e49817e8af4 h1:/vQbFIOMbk2FiG/kXiLl8BRyzTWDw7gX/Hz7Dd5eDMs=
-github.com/99designs/go-keychain v0.0.0-20191008050251-8e49817e8af4/go.mod h1:hN7oaIRCjzsZ2dE+yG5k+rsdt3qcwykqK6HVGcKwsw4=
-github.com/99designs/keyring v1.2.2 h1:pZd3neh/EmUzWONb35LxQfvuY7kiSXAq3HQd97+XBn0=
-github.com/99designs/keyring v1.2.2/go.mod h1:wes/FrByc8j7lFOAGLGSNEg8f/PaI3cgTBqhFkHUrPk=
 github.com/Azure/azure-sdk-for-go/sdk/azcore v1.18.0 h1:Gt0j3wceWMwPmiazCa8MzMA0MfhmPIz0Qp0FJ6qcM0U=
 github.com/Azure/azure-sdk-for-go/sdk/azcore v1.18.0/go.mod h1:Ot/6aikWnKWi4l9QB7qVSwa8iMphQNqkWALMoNT3rzM=
 github.com/Azure/azure-sdk-for-go/sdk/azidentity v1.10.1 h1:B+blDbyVIG3WaikNxPnhPiJ1MThR03b3vKGtER95TP4=
@@ -657,15 +653,11 @@ github.com/Azure/azure-sdk-for-go/sdk/security/keyvault/azkeys v1.3.1 h1:Wgf5rZb
 github.com/Azure/azure-sdk-for-go/sdk/security/keyvault/azkeys v1.3.1/go.mod h1:xxCBG/f/4Vbmh2XQJBsOmNdxWUY5j/s27jujKPbQf14=
 github.com/Azure/azure-sdk-for-go/sdk/security/keyvault/internal v1.1.1 h1:bFWuoEKg+gImo7pvkiQEFAc8ocibADgXeiLAxWhWmkI=
 github.com/Azure/azure-sdk-for-go/sdk/security/keyvault/internal v1.1.1/go.mod h1:Vih/3yc6yac2JzU4hzpaDupBJP0Flaia9rXXrU8xyww=
-github.com/Azure/azure-sdk-for-go/sdk/storage/azblob v1.0.0 h1:u/LLAOFgsMv7HmNL4Qufg58y+qElGOt5qv0z1mURkRY=
-github.com/Azure/azure-sdk-for-go/sdk/storage/azblob v1.0.0/go.mod h1:2e8rMJtl2+2j+HXbTBwnyGpm5Nou7KhvSfxOq8JpTag=
 github.com/Azure/go-ansiterm v0.0.0-20250102033503-faa5f7b0171c h1:udKWzYgxTojEKWjV8V+WSxDXJ4NFATAsZjh8iIbsQIg=
 github.com/Azure/go-ansiterm v0.0.0-20250102033503-faa5f7b0171c/go.mod h1:xomTg63KZ2rFqZQzSB4Vz2SUXa1BpHTVz9L5PTmPC4E=
 github.com/AzureAD/microsoft-authentication-library-for-go v1.4.2 h1:oygO0locgZJe7PpYPXT5A29ZkwJaPqcva7BVeemZOZs=
 github.com/AzureAD/microsoft-authentication-library-for-go v1.4.2/go.mod h1:wP83P5OoQ5p6ip3ScPr0BAq0BvuPAvacpEuSzyouqAI=
 github.com/BurntSushi/toml v0.3.1/go.mod h1:xHWCNGjB5oqiDr8zfno3MHue2Ht5sIBksp03qcyfWMU=
-github.com/BurntSushi/toml v1.4.0 h1:kuoIxZQy2WRRk1pttg9asf+WVv6tWQuBNVmK8+nqPr0=
-github.com/BurntSushi/toml v1.4.0/go.mod h1:ukJfTF/6rtPPRCnwkur4qwRxa8vTRFBF0uk2lLoLwho=
 github.com/BurntSushi/xgb v0.0.0-20160522181843-27f122750802/go.mod h1:IVnqGOEym/WlBOVXweHU+Q+/VP0lqqI8lqeDx9IjBqo=
 github.com/ClickHouse/ch-go v0.68.0 h1:zd2VD8l2aVYnXFRyhTyKCrxvhSz1AaY4wBUXu/f0GiU=
 github.com/ClickHouse/ch-go v0.68.0/go.mod h1:C89Fsm7oyck9hr6rRo5gqqiVtaIY6AjdD0WFMyNRQ5s=
@@ -709,8 +701,6 @@ github.com/andybalholm/brotli v1.2.0/go.mod h1:rzTDkvFWvIrjDXZHkuS16NPggd91W3kUS
 github.com/andybalholm/cascadia v1.3.3 h1:AG2YHrzJIm4BZ19iwJ/DAua6Btl3IwJX+VI4kktS1LM=
 github.com/andybalholm/cascadia v1.3.3/go.mod h1:xNd9bqTn98Ln4DwST8/nG+H0yuB8Hmgu1YHNnWw0GeA=
 github.com/antihax/optional v1.0.0/go.mod h1:uupD/76wgC+ih3iEmQUL+0Ugr19nfwCT1kdvxnR2qWY=
-github.com/apache/arrow-go/v18 v18.4.0 h1:/RvkGqH517iY8bZKc4FD5/kkdwXJGjxf28JIXbJ/oB0=
-github.com/apache/arrow-go/v18 v18.4.0/go.mod h1:Aawvwhj8x2jURIzD9Moy72cF0FyJXOpkYpdmGRHcw14=
 github.com/apache/arrow/go/v10 v10.0.1/go.mod h1:YvhnlEePVnBS4+0z3fhPfUy7W1Ikj0Ih0vcRo/gZ1M0=
 github.com/apache/arrow/go/v11 v11.0.0/go.mod h1:Eg5OsL5H+e299f7u5ssuXsuHQVEGC4xei5aX110hRiI=
 github.com/apache/arrow/go/v15 v15.0.2 h1:60IliRbiyTWCWjERBCkO1W4Qun9svcYoZrSLcyOsMLE=
@@ -718,8 +708,6 @@ github.com/apache/arrow/go/v15 v15.0.2/go.mod h1:DGXsR3ajT524njufqf95822i+KTh+ye
 github.com/apache/cassandra-gocql-driver/v2 v2.0.0 h1:Omnzb1Z/P90Dr2TbVNu54ICQL7TKVIIsJO231w484HU=
 github.com/apache/cassandra-gocql-driver/v2 v2.0.0/go.mod h1:QH/asJjB3mHvY6Dot6ZKMMpTcOrWJ8i9GhsvG1g0PK4=
 github.com/apache/thrift v0.16.0/go.mod h1:PHK3hniurgQaNMZYaCLEqXKsYK8upmhPbmdP2FXSqgU=
-github.com/apache/thrift v0.22.0 h1:r7mTJdj51TMDe6RtcmNdQxgn9XcyfGDOzegMDRg47uc=
-github.com/apache/thrift v0.22.0/go.mod h1:1e7J/O1Ae6ZQMTYdy9xa3w9k+XHWPfRvdPyJeynQ+/g=
 github.com/aws/aws-sdk-go v1.55.8 h1:JRmEUbU52aJQZ2AjX4q4Wu7t4uZjOu71uyNmaWlUkJQ=
 github.com/aws/aws-sdk-go v1.55.8/go.mod h1:ZkViS9AqA6otK+JBBNH2++sx1sgxrPKcSzPPvQkUtXk=
 github.com/aws/aws-sdk-go-v2 v1.39.0 h1:xm5WV/2L4emMRmMjHFykqiA4M/ra0DJVSWUkDyBjbg4=
@@ -732,8 +720,6 @@ github.com/aws/aws-sdk-go-v2/credentials v1.18.12 h1:zmc9e1q90wMn8wQbjryy8IwA6Q4
 github.com/aws/aws-sdk-go-v2/credentials v1.18.12/go.mod h1:3VzdRDR5u3sSJRI4kYcOSIBbeYsgtVk7dG5R/U6qLWY=
 github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.18.7 h1:Is2tPmieqGS2edBnmOJIbdvOA6Op+rRpaYR60iBAwXM=
 github.com/aws/aws-sdk-go-v2/feature/ec2/imds v1.18.7/go.mod h1:F1i5V5421EGci570yABvpIXgRIBPb5JM+lSkHF6Dq5w=
-github.com/aws/aws-sdk-go-v2/feature/s3/manager v1.16.15 h1:7Zwtt/lP3KNRkeZre7soMELMGNoBrutx8nobg1jKWmo=
-github.com/aws/aws-sdk-go-v2/feature/s3/manager v1.16.15/go.mod h1:436h2adoHb57yd+8W+gYPrrA9U/R/SuAuOO42Ushzhw=
 github.com/aws/aws-sdk-go-v2/internal/configsources v1.4.7 h1:UCxq0X9O3xrlENdKf1r9eRJoKz/b0AfGkpp3a7FPlhg=
 github.com/aws/aws-sdk-go-v2/internal/configsources v1.4.7/go.mod h1:rHRoJUNUASj5Z/0eqI4w32vKvC7atoWR0jC+IkmVH8k=
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@@ -818,8 +804,6 @@ github.com/couchbaselabs/gocbconnstr/v2 v2.0.0 h1:HU9DlAYYWR69jQnLN6cpg0fh0hxW/8
 github.com/couchbaselabs/gocbconnstr/v2 v2.0.0/go.mod h1:o7T431UOfFVHDNvMBUmUxpHnhivwv7BziUao/nMl81E=
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-github.com/danieljoos/wincred v1.2.2 h1:774zMFJrqaeYCK2W57BgAem/MLi6mtSE47MB6BOJ0i0=
-github.com/danieljoos/wincred v1.2.2/go.mod h1:w7w4Utbrz8lqeMbDAK0lkNJUv5sAOkFi7nd/ogr0Uh8=
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@@ -838,8 +822,6 @@ github.com/docopt/docopt-go v0.0.0-20180111231733-ee0de3bc6815/go.mod h1:WwZ+bS3
 github.com/dustin/go-humanize v1.0.0/go.mod h1:HtrtbFcZ19U5GC7JDqmcUSB87Iq5E25KnS6fMYU6eOk=
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-github.com/dvsekhvalnov/jose2go v1.7.0 h1:bnQc8+GMnidJZA8zc6lLEAb4xNrIqHwO+9TzqvtQZPo=
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@@ -923,7 +905,6 @@ github.com/go-playground/universal-translator v0.18.1 h1:Bcnm0ZwsGyWbCzImXv+pAJn
 github.com/go-playground/universal-translator v0.18.1/go.mod h1:xekY+UJKNuX9WP91TpwSH2VMlDf28Uj24BCp08ZFTUY=
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@@ -934,8 +915,6 @@ github.com/goccy/go-json v0.10.5 h1:Fq85nIqj+gXn/S5ahsiTlK3TmC85qgirsdTP/+DeaC4=
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@@ -1087,8 +1066,6 @@ github.com/grpc-ecosystem/grpc-gateway/v2 v2.7.0/go.mod h1:hgWBS7lorOAVIJEQMi4Zs
 github.com/grpc-ecosystem/grpc-gateway/v2 v2.11.3/go.mod h1:o//XUCC/F+yRGJoPO/VU0GSB0f8Nhgmxx0VIRUvaC0w=
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 github.com/grpc-ecosystem/grpc-gateway/v2 v2.27.2/go.mod h1:pkJQ2tZHJ0aFOVEEot6oZmaVEZcRme73eIFmhiVuRWs=
-github.com/gsterjov/go-libsecret v0.0.0-20161001094733-a6f4afe4910c h1:6rhixN/i8ZofjG1Y75iExal34USq5p+wiN1tpie8IrU=
-github.com/gsterjov/go-libsecret v0.0.0-20161001094733-a6f4afe4910c/go.mod h1:NMPJylDgVpX0MLRlPy15sqSwOFv/U1GZ2m21JhFfek0=
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@@ -1133,8 +1110,6 @@ github.com/jcmturner/gokrb5/v8 v8.4.4 h1:x1Sv4HaTpepFkXbt2IkL29DXRf8sOfZXo8eRKh6
 github.com/jcmturner/gokrb5/v8 v8.4.4/go.mod h1:1btQEpgT6k+unzCwX1KdWMEwPPkkgBtP+F6aCACiMrs=
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-github.com/jmoiron/sqlx v1.4.0 h1:1PLqN7S1UYp5t4SrVVnt4nUVNemrDAtxlulVe+Qgm3o=
-github.com/jmoiron/sqlx v1.4.0/go.mod h1:ZrZ7UsYB/weZdl2Bxg6jCRO9c3YHl8r3ahlKmRT4JLY=
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@@ -1146,7 +1121,6 @@ github.com/kardianos/osext v0.0.0-20190222173326-2bc1f35cddc0/go.mod h1:1NbS8ALr
 github.com/kballard/go-shellquote v0.0.0-20180428030007-95032a82bc51/go.mod h1:CzGEWj7cYgsdH8dAjBGEr58BoE7ScuLd+fwFZ44+/x8=
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@@ -1170,8 +1144,6 @@ github.com/kylelemons/godebug v1.1.0 h1:RPNrshWIDI6G2gRW9EHilWtl7Z6Sb1BR0xunSBf0
 github.com/kylelemons/godebug v1.1.0/go.mod h1:9/0rRGxNHcop5bhtWyNeEfOS8JIWk580+fNqagV/RAw=
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@@ -1184,13 +1156,9 @@ github.com/mattn/go-isatty v0.0.16/go.mod h1:kYGgaQfpe5nmfYZH+SKPsOc2e4SrIfOl2e/
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@@ -1206,8 +1174,6 @@ github.com/modern-go/reflect2 v1.0.2/go.mod h1:yWuevngMOJpCy52FWWMvUC8ws7m/LJsjY
 github.com/montanaflynn/stats v0.0.0-20171201202039-1bf9dbcd8cbe/go.mod h1:wL8QJuTMNUDYhXwkmfOly8iTdp5TEcJFWZD2D7SIkUc=
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@@ -1216,7 +1182,6 @@ github.com/ncruces/go-strftime v0.1.9 h1:bY0MQC28UADQmHmaF5dgpLmImcShSi2kHU9XLdh
 github.com/ncruces/go-strftime v0.1.9/go.mod h1:Fwc5htZGVVkseilnfgOVb9mKy6w1naJmn9CehxcKcls=
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@@ -1282,8 +1247,6 @@ github.com/sijms/go-ora/v2 v2.9.0/go.mod h1:QgFInVi3ZWyqAiJwzBQA+nbKYKH77tdp1PYo
 github.com/sirupsen/logrus v1.4.2/go.mod h1:tLMulIdttU9McNUspp0xgXVQah82FyeX6MwdIuYE2rE=
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@@ -1687,12 +1650,10 @@ golang.org/x/sys v0.0.0-20220520151302-bc2c85ada10a/go.mod h1:oPkhp1MJrh7nUepCBc
 golang.org/x/sys v0.0.0-20220610221304-9f5ed59c137d/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220615213510-4f61da869c0c/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220624220833-87e55d714810/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.0.0-20220715151400-c0bba94af5f8/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220722155257-8c9f86f7a55f/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220728004956-3c1f35247d10/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220811171246-fbc7d0a398ab/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.0.0-20220829200755-d48e67d00261/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.1.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
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 golang.org/x/sys v0.4.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
@@ -2114,7 +2075,6 @@ google.golang.org/protobuf v1.36.10 h1:AYd7cD/uASjIL6Q9LiTjz8JLcrh/88q5UObnmY3aO
 google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20180628173108-788fd7840127/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
-gopkg.in/check.v1 v1.0.0-20200902074654-038fdea0a05b/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=
 gopkg.in/errgo.v2 v2.1.0/go.mod h1:hNsd1EY+bozCKY1Ytp96fpM3vjJbqLJn88ws8XvfDNI=
--- a/internal/prebuiltconfigs/prebuiltconfigs_test.go
+++ b/internal/prebuiltconfigs/prebuiltconfigs_test.go
@@ -49,7 +49,6 @@ var expectedToolSources = []string{
 	"postgres",
 	"serverless-spark",
 	"singlestore",
-	"snowflake",
 	"spanner-postgres",
 	"spanner",
 	"sqlite",
@@ -128,9 +127,9 @@ func TestGetPrebuiltTool(t *testing.T) {
 	sqlite_config, _ := Get("sqlite")
 	neo4jconfig, _ := Get("neo4j")
 	healthcare_config, _ := Get("cloud-healthcare")
-	snowflake_config, _ := Get("snowflake")
+
 	if len(alloydb_admin_config) <= 0 {
-		t.Fatalf("unexpected error: could not fetch alloydb admin prebuilt tools yaml")
+		t.Fatalf("unexpected error: could not fetch alloydb prebuilt tools yaml")
 	}
 	if len(alloydb_config) <= 0 {
 		t.Fatalf("unexpected error: could not fetch alloydb prebuilt tools yaml")
@@ -198,9 +197,6 @@ func TestGetPrebuiltTool(t *testing.T) {
 	if len(singlestore_config) <= 0 {
 		t.Fatalf("unexpected error: could not fetch singlestore prebuilt tools yaml")
 	}
-	if len(snowflake_config) <= 0 {
-		t.Fatalf("unexpected error: could not fetch snowflake prebuilt tools yaml")
-	}
 	if len(spanner_config) <= 0 {
 		t.Fatalf("unexpected error: could not fetch spanner prebuilt tools yaml")
 	}
@@ -222,9 +218,6 @@ func TestGetPrebuiltTool(t *testing.T) {
 	if len(healthcare_config) <= 0 {
 		t.Fatalf("unexpected error: could not fetch healthcare prebuilt tools yaml")
 	}
-	if len(snowflake_config) <= 0 {
-		t.Fatalf("unexpected error: could not fetch snowflake prebuilt tools yaml")
-	}
 }

 func TestFailGetPrebuiltTool(t *testing.T) {
--- a/internal/prebuiltconfigs/tools/snowflake.yaml
+++ b/internal/prebuiltconfigs/tools/snowflake.yaml
@@ -1,142 +0,0 @@
-# Copyright 2026 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-sources:
-    snowflake-source:
-        kind: snowflake
-        account: ${SNOWFLAKE_ACCOUNT}
-        user: ${SNOWFLAKE_USER}
-        password: ${SNOWFLAKE_PASSWORD}
-        database: ${SNOWFLAKE_DATABASE}
-        schema: ${SNOWFLAKE_SCHEMA}
-        warehouse: ${SNOWFLAKE_WAREHOUSE}
-        role: ${SNOWFLAKE_ROLE}
-
-tools:
-    execute_sql:
-        kind: snowflake-execute-sql
-        source: snowflake-source
-        description: Use this tool to execute SQL.
-
-    list_tables:
-        kind: snowflake-sql
-        source: snowflake-source
-        description: "Lists detailed schema information (object type, columns, constraints, indexes, owner, comment) as JSON for user-created tables. Filters by a comma-separated list of names. If names are omitted, lists all tables in the specified database and schema."
-        statement: |
-           WITH
-           input_param AS (
-                SELECT ? AS param -- Single bind variable here
-           )
-           ,
-           all_tables_mode AS (
-                SELECT COALESCE(TRIM(param), '') = '' AS is_all_tables
-                FROM input_param
-           ) --SELECT * FROM all_tables_mode;
-           ,
-           filtered_table_names AS (
-                SELECT DISTINCT TRIM(LOWER(value)) AS table_name
-                FROM input_param, all_tables_mode, TABLE(SPLIT_TO_TABLE(param, ','))
-                WHERE NOT is_all_tables
-           ) -- SELECT * FROM filtered_table_names;
-           ,
-           table_info AS (
-                SELECT
-                    t.TABLE_CATALOG,
-                    t.TABLE_SCHEMA,
-                    t.TABLE_NAME,
-                    t.TABLE_TYPE,
-                    t.TABLE_OWNER,
-                    t.COMMENT
-                FROM
-                    all_tables_mode
-                    CROSS JOIN ${SNOWFLAKE_DATABASE}.INFORMATION_SCHEMA.TABLES T
-                WHERE
-                    t.TABLE_TYPE = 'BASE TABLE'
-                    AND t.TABLE_SCHEMA NOT IN ('INFORMATION_SCHEMA')
-                    AND t.TABLE_SCHEMA = '${SNOWFLAKE_SCHEMA}'
-                    AND is_all_tables OR LOWER(T.TABLE_NAME) IN (SELECT table_name FROM filtered_table_names)
-            ) -- SELECT * FROM table_info;
-            ,
-            columns_info AS (
-                SELECT
-                    c.TABLE_CATALOG AS database_name,
-                    c.TABLE_SCHEMA AS schema_name,
-                    c.TABLE_NAME AS table_name,
-                    c.COLUMN_NAME AS column_name,
-                    c.DATA_TYPE AS data_type,
-                    c.ORDINAL_POSITION AS column_ordinal_position,
-                    c.IS_NULLABLE AS is_nullable,
-                    c.COLUMN_DEFAULT AS column_default,
-                    c.COMMENT AS column_comment
-                FROM
-                    ${SNOWFLAKE_DATABASE}.INFORMATION_SCHEMA.COLUMNS c
-                    INNER JOIN table_info USING (TABLE_CATALOG, TABLE_SCHEMA, TABLE_NAME)
-            )
-            ,
-            constraints_info AS (
-                SELECT
-                    tc.TABLE_CATALOG AS database_name,
-                    tc.TABLE_SCHEMA AS schema_name,
-                    tc.TABLE_NAME AS table_name,
-                    tc.CONSTRAINT_NAME AS constraint_name,
-                    tc.CONSTRAINT_TYPE AS constraint_type
-                FROM
-                    ${SNOWFLAKE_DATABASE}.INFORMATION_SCHEMA.TABLE_CONSTRAINTS tc
-                    INNER JOIN table_info USING (TABLE_CATALOG, TABLE_SCHEMA, TABLE_NAME)
-                GROUP BY
-                    tc.TABLE_CATALOG, tc.TABLE_SCHEMA, tc.TABLE_NAME, tc.CONSTRAINT_NAME, tc.CONSTRAINT_TYPE
-            )
-            SELECT
-                ti.TABLE_SCHEMA AS schema_name,
-                ti.TABLE_NAME AS object_name,
-                OBJECT_CONSTRUCT(
-                    'schema_name', ti.TABLE_SCHEMA,
-                    'object_name', ti.TABLE_NAME,
-                    'object_type', ti.TABLE_TYPE,
-                    'owner', ti.TABLE_OWNER,
-                    'comment', ti.COMMENT,
-                    'columns', COALESCE(
-                        (SELECT ARRAY_AGG(
-                            OBJECT_CONSTRUCT(
-                                'column_name', ci.column_name,
-                                'data_type', ci.data_type,
-                                'ordinal_position', ci.column_ordinal_position,
-                                'is_nullable', ci.is_nullable,
-                                'column_default', ci.column_default,
-                                'column_comment', ci.column_comment
-                            )
-                        ) FROM columns_info ci WHERE ci.table_name = ti.TABLE_NAME AND ci.schema_name = ti.TABLE_SCHEMA),
-                        ARRAY_CONSTRUCT()
-                    ),
-                    'constraints', COALESCE(
-                        (SELECT ARRAY_AGG(
-                            OBJECT_CONSTRUCT(
-                                'constraint_name', cons.constraint_name,
-                                'constraint_type', cons.constraint_type
-                            )
-                        ) FROM constraints_info cons WHERE cons.table_name = ti.TABLE_NAME AND cons.schema_name = ti.TABLE_SCHEMA),
-                        ARRAY_CONSTRUCT()
-                    )
-                ) AS object_details
-            FROM table_info ti
-            ORDER BY ti.TABLE_SCHEMA, ti.TABLE_NAME;
-        parameters:
-            - name: table_names
-              type: string
-              description: "Optional: A comma-separated list of table names. If empty, details for all tables in the specified database and schema will be listed."
-
-toolsets:
-    snowflake_tools:
-        - execute_sql
-        - list_tables
--- a/internal/server/config.go
+++ b/internal/server/config.go
@@ -68,8 +68,6 @@ type ServerConfig struct {
 	UI bool
 	// Specifies a list of origins permitted to access this server.
 	AllowedOrigins []string
-	// Specifies a list of hosts permitted to access this server
-	AllowedHosts []string
 }

 type logFormat string
--- a/internal/server/server.go
+++ b/internal/server/server.go
@@ -300,21 +300,6 @@ func InitializeConfigs(ctx context.Context, cfg ServerConfig) (
 	return sourcesMap, authServicesMap, embeddingModelsMap, toolsMap, toolsetsMap, promptsMap, promptsetsMap, nil
 }

-func hostCheck(allowedHosts map[string]struct{}) func(http.Handler) http.Handler {
-	return func(next http.Handler) http.Handler {
-		return http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
-			_, hasWildcard := allowedHosts["*"]
-			_, hostIsAllowed := allowedHosts[r.Host]
-			if !hasWildcard && !hostIsAllowed {
-				// Return 400 Bad Request or 403 Forbidden to block the attack
-				http.Error(w, "Invalid Host header", http.StatusBadRequest)
-				return
-			}
-			next.ServeHTTP(w, r)
-		})
-	}
-}
-
 // NewServer returns a Server object based on provided Config.
 func NewServer(ctx context.Context, cfg ServerConfig) (*Server, error) {
 	instrumentation, err := util.InstrumentationFromContext(ctx)
@@ -389,7 +374,7 @@ func NewServer(ctx context.Context, cfg ServerConfig) (*Server, error) {

 	// cors
 	if slices.Contains(cfg.AllowedOrigins, "*") {
-		s.logger.WarnContext(ctx, "wildcard (`*`) allows all origin to access the resource and is not secure. Use it with cautious for public, non-sensitive data, or during local development. Recommended to use `--allowed-origins` flag")
+		s.logger.WarnContext(ctx, "wildcard (`*`) allows all origin to access the resource and is not secure. Use it with cautious for public, non-sensitive data, or during local development. Recommended to use `--allowed-origins` flag to prevent DNS rebinding attacks")
 	}
 	corsOpts := cors.Options{
 		AllowedOrigins:   cfg.AllowedOrigins,
@@ -400,15 +385,6 @@ func NewServer(ctx context.Context, cfg ServerConfig) (*Server, error) {
 		MaxAge:           300,                        // cache preflight results for 5 minutes
 	}
 	r.Use(cors.Handler(corsOpts))
-	// validate hosts for DNS rebinding attacks
-	if slices.Contains(cfg.AllowedHosts, "*") {
-		s.logger.WarnContext(ctx, "wildcard (`*`) allows all hosts to access the resource and is not secure. Use it with cautious for public, non-sensitive data, or during local development. Recommended to use `--allowed-hosts` flag to prevent DNS rebinding attacks")
-	}
-	allowedHostsMap := make(map[string]struct{}, len(cfg.AllowedHosts))
-	for _, h := range cfg.AllowedHosts {
-		allowedHostsMap[h] = struct{}{}
-	}
-	r.Use(hostCheck(allowedHostsMap))

 	// control plane
 	apiR, err := apiRouter(s)
--- a/internal/server/server_test.go
+++ b/internal/server/server_test.go
@@ -43,10 +43,9 @@ func TestServe(t *testing.T) {

 	addr, port := "127.0.0.1", 5000
 	cfg := server.ServerConfig{
-		Version:      "0.0.0",
-		Address:      addr,
-		Port:         port,
-		AllowedHosts: []string{"*"},
+		Version: "0.0.0",
+		Address: addr,
+		Port:    port,
 	}

 	otelShutdown, err := telemetry.SetupOTel(ctx, "0.0.0", "", false, "toolbox")
--- a/internal/sources/snowflake/snowflake.go
+++ b/internal/sources/snowflake/snowflake.go
@@ -1,159 +0,0 @@
-// Copyright 2026 Google LLC
-//
-// Licensed under the Apache License, Version 2.0 (the "License");
-// you may not use this file except in compliance with the License.
-// You may obtain a copy of the License at
-//
-//     http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing, software
-// distributed under the License is distributed on an "AS IS" BASIS,
-// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-// See the License for the specific language governing permissions and
-// limitations under the License.
-
-package snowflake
-
-import (
-	"context"
-	"fmt"
-
-	"github.com/goccy/go-yaml"
-	"github.com/googleapis/genai-toolbox/internal/sources"
-	"github.com/jmoiron/sqlx"
-	_ "github.com/snowflakedb/gosnowflake"
-	"go.opentelemetry.io/otel/trace"
-)
-
-const SourceKind string = "snowflake"
-
-// validate interface
-var _ sources.SourceConfig = Config{}
-
-func init() {
-	if !sources.Register(SourceKind, newConfig) {
-		panic(fmt.Sprintf("source kind %q already registered", SourceKind))
-	}
-}
-
-func newConfig(ctx context.Context, name string, decoder *yaml.Decoder) (sources.SourceConfig, error) {
-	actual := Config{Name: name}
-	if err := decoder.DecodeContext(ctx, &actual); err != nil {
-		return nil, err
-	}
-	return actual, nil
-}
-
-type Config struct {
-	Name      string `yaml:"name" validate:"required"`
-	Kind      string `yaml:"kind" validate:"required"`
-	Account   string `yaml:"account" validate:"required"`
-	User      string `yaml:"user" validate:"required"`
-	Password  string `yaml:"password" validate:"required"`
-	Database  string `yaml:"database" validate:"required"`
-	Schema    string `yaml:"schema" validate:"required"`
-	Warehouse string `yaml:"warehouse"`
-	Role      string `yaml:"role"`
-}
-
-func (r Config) SourceConfigKind() string {
-	return SourceKind
-}
-
-func (r Config) Initialize(ctx context.Context, tracer trace.Tracer) (sources.Source, error) {
-	db, err := initSnowflakeConnection(ctx, tracer, r.Name, r.Account, r.User, r.Password, r.Database, r.Schema, r.Warehouse, r.Role)
-	if err != nil {
-		return nil, fmt.Errorf("unable to create connection: %w", err)
-	}
-
-	err = db.PingContext(ctx)
-	if err != nil {
-		return nil, fmt.Errorf("unable to connect successfully: %w", err)
-	}
-
-	s := &Source{
-		Config: r,
-		DB:     db,
-	}
-	return s, nil
-}
-
-var _ sources.Source = &Source{}
-
-type Source struct {
-	Config
-	DB *sqlx.DB
-}
-
-func (s *Source) SourceKind() string {
-	return SourceKind
-}
-
-func (s *Source) ToConfig() sources.SourceConfig {
-	return s.Config
-}
-
-func (s *Source) SnowflakeDB() *sqlx.DB {
-	return s.DB
-}
-
-func (s *Source) RunSQL(ctx context.Context, statement string, params []any) (any, error) {
-	rows, err := s.DB.QueryxContext(ctx, statement, params...)
-	if err != nil {
-		return nil, fmt.Errorf("unable to execute query: %w", err)
-	}
-	defer rows.Close()
-
-	var out []any
-	for rows.Next() {
-		cols, err := rows.Columns()
-		if err != nil {
-			return nil, fmt.Errorf("unable to get columns: %w", err)
-		}
-
-		values := make([]interface{}, len(cols))
-		valuePtrs := make([]interface{}, len(cols))
-		for i := range values {
-			valuePtrs[i] = &values[i]
-		}
-
-		if err := rows.Scan(valuePtrs...); err != nil {
-			return nil, fmt.Errorf("unable to scan row: %w", err)
-		}
-
-		vMap := make(map[string]any)
-		for i, col := range cols {
-			vMap[col] = values[i]
-		}
-		out = append(out, vMap)
-	}
-
-	if err := rows.Err(); err != nil {
-		return nil, fmt.Errorf("row iteration error: %w", err)
-	}
-
-	return out, nil
-}
-
-func initSnowflakeConnection(ctx context.Context, tracer trace.Tracer, name, account, user, password, database, schema, warehouse, role string) (*sqlx.DB, error) {
-	//nolint:all // Reassigned ctx
-	ctx, span := sources.InitConnectionSpan(ctx, tracer, SourceKind, name)
-	defer span.End()
-
-	// Set defaults for optional parameters
-	if warehouse == "" {
-		warehouse = "COMPUTE_WH"
-	}
-	if role == "" {
-		role = "ACCOUNTADMIN"
-	}
-
-	// Snowflake DSN format: user:password@account/database/schema?warehouse=warehouse&role=role
-	dsn := fmt.Sprintf("%s:%s@%s/%s/%s?warehouse=%s&role=%s", user, password, account, database, schema, warehouse, role)
-	db, err := sqlx.ConnectContext(ctx, "snowflake", dsn)
-	if err != nil {
-		return nil, fmt.Errorf("unable to create connection: %w", err)
-	}
-
-	return db, nil
-}
--- a/internal/sources/snowflake/snowflake_test.go
+++ b/internal/sources/snowflake/snowflake_test.go
@@ -1,129 +0,0 @@
-// Copyright 2026 Google LLC
-//
-// Licensed under the Apache License, Version 2.0 (the "License");
-// you may not use this file except in compliance with the License.
-// You may obtain a copy of the License at
-//
-//     http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing, software
-// distributed under the License is distributed on an "AS IS" BASIS,
-// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-// See the License for the specific language governing permissions and
-// limitations under the License.
-
-package snowflake_test
-
-import (
-	"testing"
-
-	yaml "github.com/goccy/go-yaml"
-	"github.com/google/go-cmp/cmp"
-	"github.com/googleapis/genai-toolbox/internal/server"
-	"github.com/googleapis/genai-toolbox/internal/sources/snowflake"
-	"github.com/googleapis/genai-toolbox/internal/testutils"
-)
-
-func TestParseFromYamlSnowflake(t *testing.T) {
-	tcs := []struct {
-		desc string
-		in   string
-		want server.SourceConfigs
-	}{
-		{
-			desc: "basic example",
-			in: `
-				sources:
-					my-snowflake-instance:
-						kind: snowflake
-						account: my-account
-						user: my_user
-						password: my_pass
-						database: my_db
-						schema: my_schema
-			`,
-			want: server.SourceConfigs{
-				"my-snowflake-instance": snowflake.Config{
-					Name:      "my-snowflake-instance",
-					Kind:      snowflake.SourceKind,
-					Account:   "my-account",
-					User:      "my_user",
-					Password:  "my_pass",
-					Database:  "my_db",
-					Schema:    "my_schema",
-					Warehouse: "",
-					Role:      "",
-				},
-			},
-		},
-	}
-	for _, tc := range tcs {
-		t.Run(tc.desc, func(t *testing.T) {
-			got := struct {
-				Sources server.SourceConfigs `yaml:"sources"`
-			}{}
-			// Parse contents
-			err := yaml.Unmarshal(testutils.FormatYaml(tc.in), &got)
-			if err != nil {
-				t.Fatalf("unable to unmarshal: %s", err)
-			}
-			if !cmp.Equal(tc.want, got.Sources) {
-				t.Fatalf("incorrect parse: want %v, got %v", tc.want, got.Sources)
-			}
-		})
-	}
-
-}
-
-func TestFailParseFromYaml(t *testing.T) {
-	tcs := []struct {
-		desc string
-		in   string
-		err  string
-	}{
-		{
-			desc: "extra field",
-			in: `
-				sources:
-					my-snowflake-instance:
-						kind: snowflake
-						account: my-account
-						user: my_user
-						password: my_pass
-						database: my_db
-						schema: my_schema
-						foo: bar
-			`,
-			err: "unable to parse source \"my-snowflake-instance\" as \"snowflake\": [3:1] unknown field \"foo\"\n   1 | account: my-account\n   2 | database: my_db\n>  3 | foo: bar\n       ^\n   4 | kind: snowflake\n   5 | password: my_pass\n   6 | schema: my_schema\n   7 | ",
-		},
-		{
-			desc: "missing required field",
-			in: `
-				sources:
-					my-snowflake-instance:
-						kind: snowflake
-						account: my-account
-						user: my_user
-						password: my_pass
-						database: my_db
-			`,
-			err: "unable to parse source \"my-snowflake-instance\" as \"snowflake\": Key: 'Config.Schema' Error:Field validation for 'Schema' failed on the 'required' tag",
-		},
-	}
-	for _, tc := range tcs {
-		t.Run(tc.desc, func(t *testing.T) {
-			got := struct {
-				Sources server.SourceConfigs `yaml:"sources"`
-			}{}
-			// Parse contents
-			err := yaml.Unmarshal(testutils.FormatYaml(tc.in), &got)
-			if err == nil {
-				t.Fatalf("expect parsing to fail")
-			}
-			errStr := err.Error()
-			if errStr != tc.err {
-				t.Fatalf("unexpected error: got %q, want %q", errStr, tc.err)
-			}
-		})
-	}
-}
--- a/internal/sources/trino/trino.go
+++ b/internal/sources/trino/trino.go
@@ -16,17 +16,14 @@ package trino

 import (
 	"context"
-	"crypto/tls"
 	"database/sql"
 	"fmt"
-	"net/http"
 	"net/url"
 	"time"

 	"github.com/goccy/go-yaml"
 	"github.com/googleapis/genai-toolbox/internal/sources"
-	"github.com/googleapis/genai-toolbox/internal/util"
-	trinogo "github.com/trinodb/trino-go-client/trino"
+	_ "github.com/trinodb/trino-go-client/trino"
 	"go.opentelemetry.io/otel/trace"
 )

@@ -50,21 +47,18 @@ func newConfig(ctx context.Context, name string, decoder *yaml.Decoder) (sources
 }

 type Config struct {
-	Name                   string `yaml:"name" validate:"required"`
-	Kind                   string `yaml:"kind" validate:"required"`
-	Host                   string `yaml:"host" validate:"required"`
-	Port                   string `yaml:"port" validate:"required"`
-	User                   string `yaml:"user"`
-	Password               string `yaml:"password"`
-	Catalog                string `yaml:"catalog" validate:"required"`
-	Schema                 string `yaml:"schema" validate:"required"`
-	QueryTimeout           string `yaml:"queryTimeout"`
-	AccessToken            string `yaml:"accessToken"`
-	KerberosEnabled        bool   `yaml:"kerberosEnabled"`
-	SSLEnabled             bool   `yaml:"sslEnabled"`
-	SSLCertPath            string `yaml:"sslCertPath"`
-	SSLCert                string `yaml:"sslCert"`
-	DisableSslVerification bool   `yaml:"disableSslVerification"`
+	Name            string `yaml:"name" validate:"required"`
+	Kind            string `yaml:"kind" validate:"required"`
+	Host            string `yaml:"host" validate:"required"`
+	Port            string `yaml:"port" validate:"required"`
+	User            string `yaml:"user"`
+	Password        string `yaml:"password"`
+	Catalog         string `yaml:"catalog" validate:"required"`
+	Schema          string `yaml:"schema" validate:"required"`
+	QueryTimeout    string `yaml:"queryTimeout"`
+	AccessToken     string `yaml:"accessToken"`
+	KerberosEnabled bool   `yaml:"kerberosEnabled"`
+	SSLEnabled      bool   `yaml:"sslEnabled"`
 }

 func (r Config) SourceConfigKind() string {
@@ -72,7 +66,7 @@ func (r Config) SourceConfigKind() string {
 }

 func (r Config) Initialize(ctx context.Context, tracer trace.Tracer) (sources.Source, error) {
-	pool, err := initTrinoConnectionPool(ctx, tracer, r.Name, r.Host, r.Port, r.User, r.Password, r.Catalog, r.Schema, r.QueryTimeout, r.AccessToken, r.KerberosEnabled, r.SSLEnabled, r.SSLCertPath, r.SSLCert, r.DisableSslVerification)
+	pool, err := initTrinoConnectionPool(ctx, tracer, r.Name, r.Host, r.Port, r.User, r.Password, r.Catalog, r.Schema, r.QueryTimeout, r.AccessToken, r.KerberosEnabled, r.SSLEnabled)
 	if err != nil {
 		return nil, fmt.Errorf("unable to create pool: %w", err)
 	}
@@ -158,35 +152,17 @@ func (s *Source) RunSQL(ctx context.Context, statement string, params []any) (an
 	return out, nil
 }

-func initTrinoConnectionPool(ctx context.Context, tracer trace.Tracer, name, host, port, user, password, catalog, schema, queryTimeout, accessToken string, kerberosEnabled, sslEnabled bool, sslCertPath, sslCert string, disableSslVerification bool) (*sql.DB, error) {
+func initTrinoConnectionPool(ctx context.Context, tracer trace.Tracer, name, host, port, user, password, catalog, schema, queryTimeout, accessToken string, kerberosEnabled, sslEnabled bool) (*sql.DB, error) {
 	//nolint:all // Reassigned ctx
 	ctx, span := sources.InitConnectionSpan(ctx, tracer, SourceKind, name)
 	defer span.End()

 	// Build Trino DSN
-	dsn, err := buildTrinoDSN(host, port, user, password, catalog, schema, queryTimeout, accessToken, kerberosEnabled, sslEnabled, sslCertPath, sslCert)
+	dsn, err := buildTrinoDSN(host, port, user, password, catalog, schema, queryTimeout, accessToken, kerberosEnabled, sslEnabled)
 	if err != nil {
 		return nil, fmt.Errorf("failed to build DSN: %w", err)
 	}

-	logger, err := util.LoggerFromContext(ctx)
-	if err != nil {
-		return nil, fmt.Errorf("unable to get logger from ctx: %s", err)
-	}
-
-	if disableSslVerification {
-		logger.WarnContext(ctx, "SSL verification is disabled for trino source %s. This is an insecure setting and should not be used in production.\n", name)
-		tr := &http.Transport{
-			TLSClientConfig: &tls.Config{InsecureSkipVerify: true},
-		}
-		client := &http.Client{Transport: tr}
-		clientName := fmt.Sprintf("insecure_trino_client_%s", name)
-		if err := trinogo.RegisterCustomClient(clientName, client); err != nil {
-			return nil, fmt.Errorf("failed to register custom client: %w", err)
-		}
-		dsn = fmt.Sprintf("%s&custom_client=%s", dsn, clientName)
-	}
-
 	db, err := sql.Open("trino", dsn)
 	if err != nil {
 		return nil, fmt.Errorf("failed to open connection: %w", err)
@@ -200,7 +176,7 @@ func initTrinoConnectionPool(ctx context.Context, tracer trace.Tracer, name, hos
 	return db, nil
 }

-func buildTrinoDSN(host, port, user, password, catalog, schema, queryTimeout, accessToken string, kerberosEnabled, sslEnabled bool, sslCertPath, sslCert string) (string, error) {
+func buildTrinoDSN(host, port, user, password, catalog, schema, queryTimeout, accessToken string, kerberosEnabled, sslEnabled bool) (string, error) {
 	// Build query parameters
 	query := url.Values{}
 	query.Set("catalog", catalog)
@@ -214,12 +190,6 @@ func buildTrinoDSN(host, port, user, password, catalog, schema, queryTimeout, ac
 	if kerberosEnabled {
 		query.Set("KerberosEnabled", "true")
 	}
-	if sslCertPath != "" {
-		query.Set("sslCertPath", sslCertPath)
-	}
-	if sslCert != "" {
-		query.Set("sslCert", sslCert)
-	}

 	// Build URL
 	scheme := "http"
--- a/internal/sources/trino/trino_test.go
+++ b/internal/sources/trino/trino_test.go
@@ -36,8 +36,6 @@ func TestBuildTrinoDSN(t *testing.T) {
 		accessToken     string
 		kerberosEnabled bool
 		sslEnabled      bool
-		sslCertPath     string
-		sslCert         string
 		want            string
 		wantErr         bool
 	}{
@@ -51,19 +49,6 @@ func TestBuildTrinoDSN(t *testing.T) {
 			want:    "http://testuser@localhost:8080?catalog=hive&schema=default",
 			wantErr: false,
 		},
-		{
-			name:        "with SSL cert path and cert",
-			host:        "localhost",
-			port:        "8443",
-			user:        "testuser",
-			catalog:     "hive",
-			schema:      "default",
-			sslEnabled:  true,
-			sslCertPath: "/path/to/cert.pem",
-			sslCert:     "-----BEGIN CERTIFICATE-----\n...\n-----END CERTIFICATE-----\n",
-			want:        "https://testuser@localhost:8443?catalog=hive&schema=default&sslCert=-----BEGIN+CERTIFICATE-----%0A...%0A-----END+CERTIFICATE-----%0A&sslCertPath=%2Fpath%2Fto%2Fcert.pem",
-			wantErr:     false,
-		},
 		{
 			name:     "with password",
 			host:     "localhost",
@@ -132,7 +117,7 @@ func TestBuildTrinoDSN(t *testing.T) {

 	for _, tt := range tests {
 		t.Run(tt.name, func(t *testing.T) {
-			got, err := buildTrinoDSN(tt.host, tt.port, tt.user, tt.password, tt.catalog, tt.schema, tt.queryTimeout, tt.accessToken, tt.kerberosEnabled, tt.sslEnabled, tt.sslCertPath, tt.sslCert)
+			got, err := buildTrinoDSN(tt.host, tt.port, tt.user, tt.password, tt.catalog, tt.schema, tt.queryTimeout, tt.accessToken, tt.kerberosEnabled, tt.sslEnabled)
 			if (err != nil) != tt.wantErr {
 				t.Errorf("buildTrinoDSN() error = %v, wantErr %v", err, tt.wantErr)
 				return
@@ -230,41 +215,6 @@ func TestParseFromYamlTrino(t *testing.T) {
 				},
 			},
 		},
-		{
-			desc: "example with SSL cert path and cert",
-			in: `
-			sources:
-				my-trino-ssl-cert:
-					kind: trino
-					host: localhost
-					port: "8443"
-					user: testuser
-					catalog: hive
-					schema: default
-					sslEnabled: true
-					sslCertPath: /path/to/cert.pem
-					sslCert: |-
-						-----BEGIN CERTIFICATE-----
-						...
-						-----END CERTIFICATE-----
-					disableSslVerification: true
-			`,
-			want: server.SourceConfigs{
-				"my-trino-ssl-cert": Config{
-					Name:                   "my-trino-ssl-cert",
-					Kind:                   SourceKind,
-					Host:                   "localhost",
-					Port:                   "8443",
-					User:                   "testuser",
-					Catalog:                "hive",
-					Schema:                 "default",
-					SSLEnabled:             true,
-					SSLCertPath:            "/path/to/cert.pem",
-					SSLCert:                "-----BEGIN CERTIFICATE-----\n...\n-----END CERTIFICATE-----",
-					DisableSslVerification: true,
-				},
-			},
-		},
 	}
 	for _, tc := range tcs {
 		t.Run(tc.desc, func(t *testing.T) {
--- a/internal/tools/alloydbainl/alloydbainl.go
+++ b/internal/tools/alloydbainl/alloydbainl.go
@@ -77,21 +77,26 @@ func (cfg Config) Initialize(srcs map[string]sources.Source) (tools.Tool, error)
 		placeholderParts = append(placeholderParts, fmt.Sprintf("$%d", i+3)) // $1, $2 reserved
 	}

-	var stmt string
+	var paramNamesSQL string
+	var paramValuesSQL string
+
 	if numParams > 0 {
-		paramNamesSQL := fmt.Sprintf("ARRAY[%s]", strings.Join(quotedNameParts, ", "))
-		paramValuesSQL := fmt.Sprintf("ARRAY[%s]", strings.Join(placeholderParts, ", "))
-		// execute_nl_query is the AlloyDB AI function that executes the natural language query
-		// The first parameter is the natural language query, which is passed as $1
-		// The second parameter is the NLConfig, which is passed as a $2
-		// The following params are the list of PSV values passed to the NLConfig
-		// Example SQL statement being executed:
-		// SELECT alloydb_ai_nl.execute_nl_query(nl_question => 'How many tickets do I have?', nl_config_id => 'cymbal_air_nl_config', param_names => ARRAY ['user_email'], param_values => ARRAY ['hailongli@google.com']);
-		stmtFormat := "SELECT alloydb_ai_nl.execute_nl_query(nl_question => $1, nl_config_id => $2, param_names => %s, param_values => %s);"
-		stmt = fmt.Sprintf(stmtFormat, paramNamesSQL, paramValuesSQL)
+		paramNamesSQL = fmt.Sprintf("ARRAY[%s]", strings.Join(quotedNameParts, ", "))
+		paramValuesSQL = fmt.Sprintf("ARRAY[%s]", strings.Join(placeholderParts, ", "))
 	} else {
-		stmt = "SELECT alloydb_ai_nl.execute_nl_query(nl_question => $1, nl_config_id => $2);"
+		paramNamesSQL = "ARRAY[]::TEXT[]"
+		paramValuesSQL = "ARRAY[]::TEXT[]"
 	}
+
+	// execute_nl_query is the AlloyDB AI function that executes the natural language query
+	// The first parameter is the natural language query, which is passed as $1
+	// The second parameter is the NLConfig, which is passed as a $2
+	// The following params are the list of PSV values passed to the NLConfig
+	// Example SQL statement being executed:
+	// SELECT alloydb_ai_nl.execute_nl_query(nl_question => 'How many tickets do I have?', nl_config_id => 'cymbal_air_nl_config', param_names => ARRAY ['user_email'], param_values => ARRAY ['hailongli@google.com']);
+	stmtFormat := "SELECT alloydb_ai_nl.execute_nl_query(nl_question => $1, nl_config_id => $2, param_names => %s, param_values => %s);"
+	stmt := fmt.Sprintf(stmtFormat, paramNamesSQL, paramValuesSQL)
+
 	newQuestionParam := parameters.NewStringParameter(
 		"question",                              // name
 		"The natural language question to ask.", // description
--- a/internal/tools/snowflake/snowflakeexecutesql/snowflakeexecutesql.go
+++ b/internal/tools/snowflake/snowflakeexecutesql/snowflakeexecutesql.go
@@ -1,143 +0,0 @@
-// Copyright 2026 Google LLC
-//
-// Licensed under the Apache License, Version 2.0 (the "License");
-// you may not use this file except in compliance with the License.
-// You may obtain a copy of the License at
-//
-//     http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing, software
-// distributed under the License is distributed on an "AS IS" BASIS,
-// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-// See the License for the specific language governing permissions and
-// limitations under the License.
-
-package snowflakeexecutesql
-
-import (
-	"context"
-	"fmt"
-
-	yaml "github.com/goccy/go-yaml"
-	"github.com/googleapis/genai-toolbox/internal/embeddingmodels"
-	"github.com/googleapis/genai-toolbox/internal/sources"
-	"github.com/googleapis/genai-toolbox/internal/tools"
-	"github.com/googleapis/genai-toolbox/internal/util"
-	"github.com/googleapis/genai-toolbox/internal/util/parameters"
-	"github.com/jmoiron/sqlx"
-)
-
-const kind string = "snowflake-execute-sql"
-
-func init() {
-	if !tools.Register(kind, newConfig) {
-		panic(fmt.Sprintf("tool kind %q already registered", kind))
-	}
-}
-
-func newConfig(ctx context.Context, name string, decoder *yaml.Decoder) (tools.ToolConfig, error) {
-	actual := Config{Name: name}
-	if err := decoder.DecodeContext(ctx, &actual); err != nil {
-		return nil, err
-	}
-	return actual, nil
-}
-
-type compatibleSource interface {
-	SnowflakeDB() *sqlx.DB
-	RunSQL(context.Context, string, []any) (any, error)
-}
-
-type Config struct {
-	Name         string   `yaml:"name" validate:"required"`
-	Kind         string   `yaml:"kind" validate:"required"`
-	Source       string   `yaml:"source" validate:"required"`
-	Description  string   `yaml:"description" validate:"required"`
-	AuthRequired []string `yaml:"authRequired"`
-}
-
-// validate interface
-var _ tools.ToolConfig = Config{}
-
-func (cfg Config) ToolConfigKind() string {
-	return kind
-}
-
-func (cfg Config) Initialize(srcs map[string]sources.Source) (tools.Tool, error) {
-	sqlParameter := parameters.NewStringParameter("sql", "The sql to execute.")
-	params := parameters.Parameters{sqlParameter}
-
-	mcpManifest := tools.GetMcpManifest(cfg.Name, cfg.Description, cfg.AuthRequired, params, nil)
-
-	// finish tool setup
-	t := Tool{
-		Config:      cfg,
-		Parameters:  params,
-		manifest:    tools.Manifest{Description: cfg.Description, Parameters: params.Manifest(), AuthRequired: cfg.AuthRequired},
-		mcpManifest: mcpManifest,
-	}
-	return t, nil
-}
-
-// validate interface
-var _ tools.Tool = Tool{}
-
-type Tool struct {
-	Config
-	Parameters  parameters.Parameters `yaml:"parameters"`
-	manifest    tools.Manifest
-	mcpManifest tools.McpManifest
-}
-
-func (t Tool) Invoke(ctx context.Context, resourceMgr tools.SourceProvider, params parameters.ParamValues, accessToken tools.AccessToken) (any, error) {
-	source, err := tools.GetCompatibleSource[compatibleSource](resourceMgr, t.Source, t.Name, t.Kind)
-	if err != nil {
-		return nil, err
-	}
-
-	mapParams := params.AsMap()
-	sql, ok := mapParams["sql"].(string)
-	if !ok {
-		return nil, fmt.Errorf("invalid parameters: sql parameter is not a string")
-	}
-
-	// Log the query executed for debugging.
-	logger, err := util.LoggerFromContext(ctx)
-	if err != nil {
-		return nil, fmt.Errorf("error getting logger: %s", err)
-	}
-	logger.DebugContext(ctx, fmt.Sprintf("executing `%s` tool query: %s", kind, sql))
-	return source.RunSQL(ctx, sql, nil)
-
-}
-func (t Tool) ParseParams(data map[string]any, claims map[string]map[string]any) (parameters.ParamValues, error) {
-	return parameters.ParseParams(t.Parameters, data, claims)
-}
-
-func (t Tool) EmbedParams(ctx context.Context, paramValues parameters.ParamValues, embeddingModelsMap map[string]embeddingmodels.EmbeddingModel) (parameters.ParamValues, error) {
-	return parameters.EmbedParams(ctx, t.Parameters, paramValues, embeddingModelsMap, nil)
-}
-
-func (t Tool) Manifest() tools.Manifest {
-	return t.manifest
-}
-
-func (t Tool) McpManifest() tools.McpManifest {
-	return t.mcpManifest
-}
-
-func (t Tool) Authorized(verifiedAuthServices []string) bool {
-	return tools.IsAuthorized(t.AuthRequired, verifiedAuthServices)
-}
-
-func (t Tool) RequiresClientAuthorization(resourceMgr tools.SourceProvider) (bool, error) {
-	return false, nil
-}
-
-func (t Tool) ToConfig() tools.ToolConfig {
-	return t.Config
-}
-
-func (t Tool) GetAuthTokenHeaderName(resourceMgr tools.SourceProvider) (string, error) {
-	return "Authorization", nil
-}
--- a/internal/tools/snowflake/snowflakeexecutesql/snowflakeexecutesql_test.go
+++ b/internal/tools/snowflake/snowflakeexecutesql/snowflakeexecutesql_test.go
@@ -1,111 +0,0 @@
-// Copyright 2026 Google LLC
-//
-// Licensed under the Apache License, Version 2.0 (the "License");
-// you may not use this file except in compliance with the License.
-// You may obtain a copy of the License at
-//
-//     http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing, software
-// distributed under the License is distributed on an "AS IS" BASIS,
-// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-// See the License for the specific language governing permissions and
-// limitations under the License.
-
-package snowflakeexecutesql_test
-
-import (
-	"testing"
-
-	yaml "github.com/goccy/go-yaml"
-	"github.com/google/go-cmp/cmp"
-	"github.com/googleapis/genai-toolbox/internal/server"
-	"github.com/googleapis/genai-toolbox/internal/testutils"
-	"github.com/googleapis/genai-toolbox/internal/tools/snowflake/snowflakeexecutesql"
-)
-
-func TestParseFromYaml(t *testing.T) {
-	ctx, err := testutils.ContextWithNewLogger()
-	if err != nil {
-		t.Fatalf("unexpected error: %s", err)
-	}
-	tcs := []struct {
-		desc string
-		in   string
-		want server.ToolConfigs
-	}{
-		{
-			desc: "basic example",
-			in: `
-				tools:
-					my-snowflake-tool:
-						kind: snowflake-execute-sql
-						source: my-snowflake-source
-						description: Execute SQL on Snowflake
-			`,
-			want: server.ToolConfigs{
-				"my-snowflake-tool": snowflakeexecutesql.Config{
-					Name:         "my-snowflake-tool",
-					Kind:         "snowflake-execute-sql",
-					Source:       "my-snowflake-source",
-					Description:  "Execute SQL on Snowflake",
-					AuthRequired: []string{},
-				},
-			},
-		},
-	}
-	for _, tc := range tcs {
-		t.Run(tc.desc, func(t *testing.T) {
-			got := struct {
-				Tools server.ToolConfigs `yaml:"tools"`
-			}{}
-			// Parse contents
-			err := yaml.UnmarshalContext(ctx, testutils.FormatYaml(tc.in), &got)
-			if err != nil {
-				t.Fatalf("unable to unmarshal: %s", err)
-			}
-			if diff := cmp.Diff(tc.want, got.Tools); diff != "" {
-				t.Fatalf("incorrect parse: diff %v", diff)
-			}
-		})
-	}
-}
-
-func TestFailParseFromYaml(t *testing.T) {
-	ctx, err := testutils.ContextWithNewLogger()
-	if err != nil {
-		t.Fatalf("unexpected error: %s", err)
-	}
-	tcs := []struct {
-		desc string
-		in   string
-		err  string
-	}{
-		{
-			desc: "missing required field",
-			in: `
-				tools:
-					my-snowflake-tool:
-						kind: snowflake-execute-sql
-						source: my-snowflake-source
-			`,
-			err: "unable to parse tool \"my-snowflake-tool\" as kind \"snowflake-execute-sql\": Key: 'Config.Description' Error:Field validation for 'Description' failed on the 'required' tag",
-		},
-	}
-	for _, tc := range tcs {
-		t.Run(tc.desc, func(t *testing.T) {
-			got := struct {
-				Tools server.ToolConfigs `yaml:"tools"`
-			}{}
-			// Parse contents
-			err := yaml.UnmarshalContext(ctx, testutils.FormatYaml(tc.in), &got)
-			if err == nil {
-				t.Fatalf("expect parsing to fail")
-			}
-			errStr := err.Error()
-			if errStr != tc.err {
-				t.Fatalf("unexpected error: got %q, want %q", errStr, tc.err)
-			}
-		})
-	}
-}
--- a/internal/tools/snowflake/snowflakesql/snowflakesql.go
+++ b/internal/tools/snowflake/snowflakesql/snowflakesql.go
@@ -1,147 +0,0 @@
-// Copyright 2026 Google LLC
-//
-// Licensed under the Apache License, Version 2.0 (the "License");
-// you may not use this file except in compliance with the License.
-// You may obtain a copy of the License at
-//
-//     http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing, software
-// distributed under the License is distributed on an "AS IS" BASIS,
-// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-// See the License for the specific language governing permissions and
-// limitations under the License.
-
-package snowflakesql
-
-import (
-	"context"
-	"fmt"
-
-	yaml "github.com/goccy/go-yaml"
-	"github.com/googleapis/genai-toolbox/internal/embeddingmodels"
-	"github.com/googleapis/genai-toolbox/internal/sources"
-	"github.com/googleapis/genai-toolbox/internal/tools"
-	"github.com/googleapis/genai-toolbox/internal/util/parameters"
-	"github.com/jmoiron/sqlx"
-)
-
-const kind string = "snowflake-sql"
-
-func init() {
-	if !tools.Register(kind, newConfig) {
-		panic(fmt.Sprintf("tool kind %q already registered", kind))
-	}
-}
-
-func newConfig(ctx context.Context, name string, decoder *yaml.Decoder) (tools.ToolConfig, error) {
-	actual := Config{Name: name}
-	if err := decoder.DecodeContext(ctx, &actual); err != nil {
-		return nil, err
-	}
-	return actual, nil
-}
-
-type compatibleSource interface {
-	SnowflakeDB() *sqlx.DB
-	RunSQL(context.Context, string, []any) (any, error)
-}
-
-type Config struct {
-	Name               string                `yaml:"name" validate:"required"`
-	Kind               string                `yaml:"kind" validate:"required"`
-	Source             string                `yaml:"source" validate:"required"`
-	Description        string                `yaml:"description" validate:"required"`
-	Statement          string                `yaml:"statement" validate:"required"`
-	AuthRequired       []string              `yaml:"authRequired"`
-	Parameters         parameters.Parameters `yaml:"parameters"`
-	TemplateParameters parameters.Parameters `yaml:"templateParameters"`
-}
-
-// validate interface
-var _ tools.ToolConfig = Config{}
-
-func (cfg Config) ToolConfigKind() string {
-	return kind
-}
-
-func (cfg Config) Initialize(srcs map[string]sources.Source) (tools.Tool, error) {
-	allParameters, paramManifest, err := parameters.ProcessParameters(cfg.TemplateParameters, cfg.Parameters)
-	if err != nil {
-		return nil, err
-	}
-
-	mcpManifest := tools.GetMcpManifest(cfg.Name, cfg.Description, cfg.AuthRequired, allParameters, nil)
-
-	// finish tool setup
-	t := Tool{
-		Config:      cfg,
-		AllParams:   allParameters,
-		manifest:    tools.Manifest{Description: cfg.Description, Parameters: paramManifest, AuthRequired: cfg.AuthRequired},
-		mcpManifest: mcpManifest,
-	}
-	return t, nil
-}
-
-// validate interface
-var _ tools.Tool = Tool{}
-
-type Tool struct {
-	Config
-	AllParams   parameters.Parameters `yaml:"allParams"`
-	manifest    tools.Manifest
-	mcpManifest tools.McpManifest
-}
-
-func (t Tool) Invoke(ctx context.Context, resourceMgr tools.SourceProvider, params parameters.ParamValues, accessToken tools.AccessToken) (any, error) {
-	source, err := tools.GetCompatibleSource[compatibleSource](resourceMgr, t.Source, t.Name, t.Kind)
-	if err != nil {
-		return nil, err
-	}
-
-	paramsMap := params.AsMap()
-	newStatement, err := parameters.ResolveTemplateParams(t.TemplateParameters, t.Statement, paramsMap)
-	if err != nil {
-		return nil, fmt.Errorf("unable to extract template params %w", err)
-	}
-
-	newParams, err := parameters.GetParams(t.Parameters, paramsMap)
-	if err != nil {
-		return nil, fmt.Errorf("unable to extract standard params %w", err)
-	}
-
-	sliceParams := newParams.AsSlice()
-	return source.RunSQL(ctx, newStatement, sliceParams)
-}
-
-func (t Tool) ParseParams(data map[string]any, claims map[string]map[string]any) (parameters.ParamValues, error) {
-	return parameters.ParseParams(t.AllParams, data, claims)
-}
-
-func (t Tool) EmbedParams(ctx context.Context, paramValues parameters.ParamValues, embeddingModelsMap map[string]embeddingmodels.EmbeddingModel) (parameters.ParamValues, error) {
-	return parameters.EmbedParams(ctx, t.AllParams, paramValues, embeddingModelsMap, nil)
-}
-
-func (t Tool) Manifest() tools.Manifest {
-	return t.manifest
-}
-
-func (t Tool) McpManifest() tools.McpManifest {
-	return t.mcpManifest
-}
-
-func (t Tool) Authorized(verifiedAuthServices []string) bool {
-	return tools.IsAuthorized(t.AuthRequired, verifiedAuthServices)
-}
-
-func (t Tool) RequiresClientAuthorization(resourceMgr tools.SourceProvider) (bool, error) {
-	return false, nil
-}
-
-func (t Tool) ToConfig() tools.ToolConfig {
-	return t.Config
-}
-
-func (t Tool) GetAuthTokenHeaderName(resourceMgr tools.SourceProvider) (string, error) {
-	return "Authorization", nil
-}
--- a/internal/tools/snowflake/snowflakesql/snowflakesql_test.go
+++ b/internal/tools/snowflake/snowflakesql/snowflakesql_test.go
@@ -1,116 +0,0 @@
-// Copyright 2026 Google LLC
-//
-// Licensed under the Apache License, Version 2.0 (the "License");
-// you may not use this file except in compliance with the License.
-// You may obtain a copy of the License at
-//
-//     http://www.apache.org/licenses/LICENSE-2.0
-//
-// Unless required by applicable law or agreed to in writing, software
-// distributed under the License is distributed on an "AS IS" BASIS,
-// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-// See the License for the specific language governing permissions and
-// limitations under the License.
-
-package snowflakesql_test
-
-import (
-	"testing"
-
-	yaml "github.com/goccy/go-yaml"
-	"github.com/google/go-cmp/cmp"
-	"github.com/googleapis/genai-toolbox/internal/server"
-	"github.com/googleapis/genai-toolbox/internal/testutils"
-	"github.com/googleapis/genai-toolbox/internal/tools/snowflake/snowflakesql"
-)
-
-func TestParseFromYaml(t *testing.T) {
-	ctx, err := testutils.ContextWithNewLogger()
-	if err != nil {
-		t.Fatalf("unexpected error: %s", err)
-	}
-	tcs := []struct {
-		desc string
-		in   string
-		want server.ToolConfigs
-	}{
-		{
-			desc: "basic example",
-			in: `
-				tools:
-					my-snowflake-tool:
-						kind: snowflake-sql
-						source: my-snowflake-source
-						description: Execute parameterized SQL on Snowflake
-						statement: SELECT * FROM my_table WHERE id = $1
-			`,
-			want: server.ToolConfigs{
-				"my-snowflake-tool": snowflakesql.Config{
-					Name:               "my-snowflake-tool",
-					Kind:               "snowflake-sql",
-					Source:             "my-snowflake-source",
-					Description:        "Execute parameterized SQL on Snowflake",
-					Statement:          "SELECT * FROM my_table WHERE id = $1",
-					AuthRequired:       []string{},
-					Parameters:         nil,
-					TemplateParameters: nil,
-				},
-			},
-		},
-	}
-	for _, tc := range tcs {
-		t.Run(tc.desc, func(t *testing.T) {
-			got := struct {
-				Tools server.ToolConfigs `yaml:"tools"`
-			}{}
-			// Parse contents
-			err := yaml.UnmarshalContext(ctx, testutils.FormatYaml(tc.in), &got)
-			if err != nil {
-				t.Fatalf("unable to unmarshal: %s", err)
-			}
-			if diff := cmp.Diff(tc.want, got.Tools); diff != "" {
-				t.Fatalf("incorrect parse: diff %v", diff)
-			}
-		})
-	}
-}
-
-func TestFailParseFromYaml(t *testing.T) {
-	ctx, err := testutils.ContextWithNewLogger()
-	if err != nil {
-		t.Fatalf("unexpected error: %s", err)
-	}
-	tcs := []struct {
-		desc string
-		in   string
-		err  string
-	}{
-		{
-			desc: "missing required field",
-			in: `
-				tools:
-					my-snowflake-tool:
-						kind: snowflake-sql
-						source: my-snowflake-source
-						description: Execute parameterized SQL on Snowflake
-			`,
-			err: "unable to parse tool \"my-snowflake-tool\" as kind \"snowflake-sql\": Key: 'Config.Statement' Error:Field validation for 'Statement' failed on the 'required' tag",
-		},
-	}
-	for _, tc := range tcs {
-		t.Run(tc.desc, func(t *testing.T) {
-			got := struct {
-				Tools server.ToolConfigs `yaml:"tools"`
-			}{}
-			// Parse contents
-			err := yaml.UnmarshalContext(ctx, testutils.FormatYaml(tc.in), &got)
-			if err == nil {
-				t.Fatalf("expect parsing to fail")
-			}
-			errStr := err.Error()
-			if errStr != tc.err {
-				t.Fatalf("unexpected error: got %q, want %q", errStr, tc.err)
-			}
-		})
-	}
-}
--- a/internal/util/parameters/parameters.go
+++ b/internal/util/parameters/parameters.go
@@ -478,13 +478,9 @@ func (ps Parameters) McpManifest() (McpToolsSchema, map[string][]string) {
 	for _, p := range ps {
 		name := p.GetName()
 		paramManifest, authParamList := p.McpManifest()
-		defaultV := p.GetDefault()
-		if defaultV != nil {
-			paramManifest.Default = defaultV
-		}
 		properties[name] = paramManifest
 		// parameters that doesn't have a default value are added to the required field
-		if CheckParamRequired(p.GetRequired(), defaultV) {
+		if CheckParamRequired(p.GetRequired(), p.GetDefault()) {
 			required = append(required, name)
 		}
 		if len(authParamList) > 0 {
@@ -506,7 +502,6 @@ type ParameterManifest struct {
 	Description          string             `json:"description"`
 	AuthServices         []string           `json:"authSources"`
 	Items                *ParameterManifest `json:"items,omitempty"`
-	Default              any                `json:"default,omitempty"`
 	AdditionalProperties any                `json:"additionalProperties,omitempty"`
 	EmbeddedBy           string             `json:"embeddedBy,omitempty"`
 }
@@ -516,7 +511,6 @@ type ParameterMcpManifest struct {
 	Type                 string                `json:"type"`
 	Description          string                `json:"description"`
 	Items                *ParameterMcpManifest `json:"items,omitempty"`
-	Default              any                   `json:"default,omitempty"`
 	AdditionalProperties any                   `json:"additionalProperties,omitempty"`
 }

@@ -794,7 +788,6 @@ func (p *StringParameter) Manifest() ParameterManifest {
 		Required:     r,
 		Description:  p.Desc,
 		AuthServices: authServiceNames,
-		Default:      p.GetDefault(),
 	}
 }

@@ -953,7 +946,6 @@ func (p *IntParameter) Manifest() ParameterManifest {
 		Required:     r,
 		Description:  p.Desc,
 		AuthServices: authServiceNames,
-		Default:      p.GetDefault(),
 	}
 }

@@ -1110,7 +1102,6 @@ func (p *FloatParameter) Manifest() ParameterManifest {
 		Required:     r,
 		Description:  p.Desc,
 		AuthServices: authServiceNames,
-		Default:      p.GetDefault(),
 	}
 }

@@ -1244,7 +1235,6 @@ func (p *BooleanParameter) Manifest() ParameterManifest {
 		Required:     r,
 		Description:  p.Desc,
 		AuthServices: authServiceNames,
-		Default:      p.GetDefault(),
 	}
 }

@@ -1440,7 +1430,6 @@ func (p *ArrayParameter) Manifest() ParameterManifest {
 		Description:  p.Desc,
 		AuthServices: authServiceNames,
 		Items:        &items,
-		Default:      p.GetDefault(),
 	}
 }

@@ -1686,10 +1675,7 @@ func (p *MapParameter) Manifest() ParameterManifest {
 		// If no valueType is given, allow any properties.
 		additionalProperties = true
 	}
-	var defaultV any
-	if p.Default != nil {
-		defaultV = *p.Default
-	}
+
 	return ParameterManifest{
 		Name:                 p.Name,
 		Type:                 "object",
@@ -1697,7 +1683,6 @@ func (p *MapParameter) Manifest() ParameterManifest {
 		Description:          p.Desc,
 		AuthServices:         authServiceNames,
 		AdditionalProperties: additionalProperties,
-		Default:              defaultV,
 	}
 }

--- a/internal/util/parameters/parameters_test.go
+++ b/internal/util/parameters/parameters_test.go
@@ -1625,22 +1625,22 @@ func TestParamManifest(t *testing.T) {
 		{
 			name: "string default",
 			in:   parameters.NewStringParameterWithDefault("foo-string", "foo", "bar"),
-			want: parameters.ParameterManifest{Name: "foo-string", Type: "string", Required: false, Description: "bar", Default: "foo", AuthServices: []string{}},
+			want: parameters.ParameterManifest{Name: "foo-string", Type: "string", Required: false, Description: "bar", AuthServices: []string{}},
 		},
 		{
 			name: "int default",
 			in:   parameters.NewIntParameterWithDefault("foo-int", 1, "bar"),
-			want: parameters.ParameterManifest{Name: "foo-int", Type: "integer", Required: false, Description: "bar", Default: 1, AuthServices: []string{}},
+			want: parameters.ParameterManifest{Name: "foo-int", Type: "integer", Required: false, Description: "bar", AuthServices: []string{}},
 		},
 		{
 			name: "float default",
 			in:   parameters.NewFloatParameterWithDefault("foo-float", 1.1, "bar"),
-			want: parameters.ParameterManifest{Name: "foo-float", Type: "float", Required: false, Description: "bar", Default: 1.1, AuthServices: []string{}},
+			want: parameters.ParameterManifest{Name: "foo-float", Type: "float", Required: false, Description: "bar", AuthServices: []string{}},
 		},
 		{
 			name: "boolean default",
 			in:   parameters.NewBooleanParameterWithDefault("foo-bool", true, "bar"),
-			want: parameters.ParameterManifest{Name: "foo-bool", Type: "boolean", Required: false, Description: "bar", Default: true, AuthServices: []string{}},
+			want: parameters.ParameterManifest{Name: "foo-bool", Type: "boolean", Required: false, Description: "bar", AuthServices: []string{}},
 		},
 		{
 			name: "array default",
@@ -1650,7 +1650,6 @@ func TestParamManifest(t *testing.T) {
 				Type:         "array",
 				Required:     false,
 				Description:  "bar",
-				Default:      []any{"foo", "bar"},
 				AuthServices: []string{},
 				Items:        &parameters.ParameterManifest{Name: "foo-string", Type: "string", Required: false, Description: "bar", AuthServices: []string{}},
 			},
@@ -1842,7 +1841,7 @@ func TestMcpManifest(t *testing.T) {
 			wantSchema: parameters.McpToolsSchema{
 				Type: "object",
 				Properties: map[string]parameters.ParameterMcpManifest{
-					"foo-string":       {Type: "string", Description: "bar", Default: "foo"},
+					"foo-string":       {Type: "string", Description: "bar"},
 					"foo-string2":      {Type: "string", Description: "bar"},
 					"foo-string3-auth": {Type: "string", Description: "bar"},
 					"foo-int2":         {Type: "integer", Description: "bar"},
--- a/packages/release_dep_packages.sh
+++ b/packages/release_dep_packages.sh
@@ -1,15 +0,0 @@
-cd server-darwin-arm64
-npm pack .
-npm publish --access public
-
-cd ../server-darwin-x64
-npm pack .
-npm publish --access public
-
-cd ../server-linux-x64
-npm pack .
-npm publish --access public
-
-cd ../server-win32-x64
-npm pack .
-npm publish --access public
--- a/packages/server-darwin-arm64/README.md
+++ b/packages/server-darwin-arm64/README.md
@@ -1,6 +0,0 @@
-# @toolbox-sdk/server-darwin-arm64
-
-Platform-specific binary for the `toolbox` package on Darwin arm64.
-This package is automatically installed by the main `@toolbox-sdk/server` package and is not intended to be installed directly.
-
-For more information, visit the [toolbox npm package](https://www.npmjs.com/package/@toolbox-sdk/server).
--- a/packages/server-darwin-arm64/package-lock.json
+++ b/packages/server-darwin-arm64/package-lock.json
@@ -1,19 +0,0 @@
-{
-  "name": "@toolbox-sdk/server-darwin-arm64",
-  "version": "0.25.0",
-  "lockfileVersion": 3,
-  "requires": true,
-  "packages": {
-    "": {
-      "name": "@toolbox-sdk/server-darwin-arm64",
-      "version": "0.25.0",
-      "cpu": [
-        "arm64"
-      ],
-      "license": "Apache-2.0",
-      "os": [
-        "darwin"
-      ]
-    }
-  }
-}
--- a/packages/server-darwin-arm64/package.json
+++ b/packages/server-darwin-arm64/package.json
@@ -1,20 +0,0 @@
-{
-  "name": "@toolbox-sdk/server-darwin-arm64",
-  "version": "0.25.0",
-  "license": "Apache-2.0",
-  "author": "Google LLC",
-  "os": [
-    "darwin"
-  ],
-  "cpu": [
-    "arm64"
-  ],
-  "main": "bin/toolbox",
-  "repository": "googleapis/genai-toolbox",
-  "scripts": {
-    "prepack": "node scripts/downloadBinary.js darwin arm64"
-  },
-  "files": [
-    "bin/toolbox"
-  ]
-}
--- a/packages/server-darwin-arm64/scripts/downloadBinary.js
+++ b/packages/server-darwin-arm64/scripts/downloadBinary.js
@@ -1,85 +0,0 @@
-const fs = require('fs');
-const path = require('path');
-const https = require('https');
-const { execSync } = require('child_process');
-
-// 1. Configuration
-const PLATFORM_MAP = {
-  'linux': 'linux',
-  'darwin': 'darwin',
-  'win32': 'windows'
-};
-
-const ARCH_MAP = {
-  'x64': 'amd64',
-  'arm64': 'arm64'
-};
-
-const args = process.argv.slice(2);
-if (args.length < 2) {
-  console.error("Usage: node download-binary.js <platform> <arch>");
-  process.exit(1);
-}
-
-const [targetPlatform, targetArch] = args;
-
-// 2. Determine Version
-const version = fs.readFileSync(path.join(process.cwd(), 'version.txt'), 'utf8').trim(); 
-
-// 3. Construct URL
-const gcsPlatform = PLATFORM_MAP[targetPlatform];
-const gcsArch = ARCH_MAP[targetArch];
-
-if (!gcsPlatform || !gcsArch) {
-  console.error(`Unsupported platform/arch: ${targetPlatform}/${targetArch}`);
-  process.exit(1);
-}
-
-const extension = targetPlatform === 'win32' ? '.exe' : '';
-const binaryName = `toolbox${extension}`;
-const url = `https://storage.googleapis.com/genai-toolbox/v${version}/${gcsPlatform}/${gcsArch}/${binaryName}`;
-
-// 4. Prepare Output
-const binDir = path.join(process.cwd(), 'bin');
-if (!fs.existsSync(binDir)) {
-  fs.mkdirSync(binDir, { recursive: true });
-}
-const destPath = path.join(binDir, binaryName);
-
-if (fs.existsSync(destPath)) {
-  console.log(`[Skipped] Binary already exists at ${destPath}`);
-  process.exit(0);
-}
-
-console.log(`[Prepack] Downloading ${binaryName} for ${targetPlatform}/${targetArch}...`);
-console.log(`[Source]  ${url}`);
-
-// 5. Download Function
-const file = fs.createWriteStream(destPath);
-https.get(url, function(response) {
-  if (response.statusCode !== 200) {
-    console.error(`❌ Failed to download. Status Code: ${response.statusCode}`);
-    fs.unlink(destPath, () => {}); // Delete partial file
-    process.exit(1);
-  }
-
-  response.pipe(file);
-
-  file.on('finish', () => {
-    file.close(() => {
-      // 6. Make executable (Unix only)
-      if (targetPlatform !== 'win32') {
-        try {
-          execSync(`chmod +x "${destPath}"`);
-        } catch (err) {
-          console.warn("⚠️  Could not set executable permissions (chmod failed).");
-        }
-      }
-      console.log(`✅ Success! Binary saved to ${destPath}`);
-    });
-  });
-}).on('error', function(err) {
-  fs.unlink(destPath, () => {});
-  console.error(`❌ Download Error: ${err.message}`);
-  process.exit(1);
-});
--- a/packages/server-darwin-arm64/version.txt
+++ b/packages/server-darwin-arm64/version.txt
@@ -1 +0,0 @@
-0.25.0
--- a/packages/server-darwin-x64/README.md
+++ b/packages/server-darwin-x64/README.md
@@ -1,6 +0,0 @@
-# @toolbox-sdk/server-darwin-x64
-
-Platform-specific binary for the `toolbox` package on Darwin x64.
-This package is automatically installed by the main `@toolbox-sdk/server` package and is not intended to be installed directly.
-
-For more information, visit the [toolbox npm package](https://www.npmjs.com/package/@toolbox-sdk/server).
--- a/packages/server-darwin-x64/package-lock.json
+++ b/packages/server-darwin-x64/package-lock.json
@@ -1,19 +0,0 @@
-{
-  "name": "@toolbox-sdk/server-darwin-x64",
-  "version": "0.25.0",
-  "lockfileVersion": 3,
-  "requires": true,
-  "packages": {
-    "": {
-      "name": "@toolbox-sdk/server-darwin-x64",
-      "version": "0.25.0",
-      "cpu": [
-        "x64"
-      ],
-      "license": "Apache-2.0",
-      "os": [
-        "darwin"
-      ]
-    }
-  }
-}
--- a/packages/server-darwin-x64/package.json
+++ b/packages/server-darwin-x64/package.json
@@ -1,20 +0,0 @@
-{
-  "name": "@toolbox-sdk/server-darwin-x64",
-  "version": "0.25.0",
-  "license": "Apache-2.0",
-  "author": "Google LLC",
-  "os": [
-    "darwin"
-  ],
-  "cpu": [
-    "x64"
-  ],
-  "main": "bin/toolbox",
-  "repository": "googleapis/genai-toolbox",
-  "scripts": {
-    "prepack": "node scripts/downloadBinary.js darwin x64"
-  },
-  "files": [
-    "bin/toolbox"
-  ]
-}
--- a/packages/server-darwin-x64/scripts/downloadBinary.js
+++ b/packages/server-darwin-x64/scripts/downloadBinary.js
@@ -1,85 +0,0 @@
-const fs = require('fs');
-const path = require('path');
-const https = require('https');
-const { execSync } = require('child_process');
-
-// 1. Configuration
-const PLATFORM_MAP = {
-  'linux': 'linux',
-  'darwin': 'darwin',
-  'win32': 'windows'
-};
-
-const ARCH_MAP = {
-  'x64': 'amd64',
-  'arm64': 'arm64'
-};
-
-const args = process.argv.slice(2);
-if (args.length < 2) {
-  console.error("Usage: node download-binary.js <platform> <arch>");
-  process.exit(1);
-}
-
-const [targetPlatform, targetArch] = args;
-
-// 2. Determine Version
-const version = fs.readFileSync(path.join(process.cwd(), 'version.txt'), 'utf8').trim(); 
-
-// 3. Construct URL
-const gcsPlatform = PLATFORM_MAP[targetPlatform];
-const gcsArch = ARCH_MAP[targetArch];
-
-if (!gcsPlatform || !gcsArch) {
-  console.error(`Unsupported platform/arch: ${targetPlatform}/${targetArch}`);
-  process.exit(1);
-}
-
-const extension = targetPlatform === 'win32' ? '.exe' : '';
-const binaryName = `toolbox${extension}`;
-const url = `https://storage.googleapis.com/genai-toolbox/v${version}/${gcsPlatform}/${gcsArch}/${binaryName}`;
-
-// 4. Prepare Output
-const binDir = path.join(process.cwd(), 'bin');
-if (!fs.existsSync(binDir)) {
-  fs.mkdirSync(binDir, { recursive: true });
-}
-const destPath = path.join(binDir, binaryName);
-
-if (fs.existsSync(destPath)) {
-  console.log(`[Skipped] Binary already exists at ${destPath}`);
-  process.exit(0);
-}
-
-console.log(`[Prepack] Downloading ${binaryName} for ${targetPlatform}/${targetArch}...`);
-console.log(`[Source]  ${url}`);
-
-// 5. Download Function
-const file = fs.createWriteStream(destPath);
-https.get(url, function(response) {
-  if (response.statusCode !== 200) {
-    console.error(`❌ Failed to download. Status Code: ${response.statusCode}`);
-    fs.unlink(destPath, () => {}); // Delete partial file
-    process.exit(1);
-  }
-
-  response.pipe(file);
-
-  file.on('finish', () => {
-    file.close(() => {
-      // 6. Make executable (Unix only)
-      if (targetPlatform !== 'win32') {
-        try {
-          execSync(`chmod +x "${destPath}"`);
-        } catch (err) {
-          console.warn("⚠️  Could not set executable permissions (chmod failed).");
-        }
-      }
-      console.log(`✅ Success! Binary saved to ${destPath}`);
-    });
-  });
-}).on('error', function(err) {
-  fs.unlink(destPath, () => {});
-  console.error(`❌ Download Error: ${err.message}`);
-  process.exit(1);
-});
--- a/packages/server-darwin-x64/version.txt
+++ b/packages/server-darwin-x64/version.txt
@@ -1 +0,0 @@
-0.25.0
--- a/packages/server-linux-x64/README.md
+++ b/packages/server-linux-x64/README.md
@@ -1,7 +0,0 @@
-# @toolbox-sdk/server-linux-x64
-
-Platform-specific binary for the `toolbox` package on Linux x64.
-This package is automatically installed by the main `@toolbox-sdk/server` package and is not intended to be installed directly.
-
-For more information, visit the [toolbox npm package](https://www.npmjs.com/package/@toolbox-sdk/server).
-
--- a/packages/server-linux-x64/package-lock.json
+++ b/packages/server-linux-x64/package-lock.json
@@ -1,19 +0,0 @@
-{
-  "name": "@toolbox-sdk/server-linux-x64",
-  "version": "0.25.0",
-  "lockfileVersion": 3,
-  "requires": true,
-  "packages": {
-    "": {
-      "name": "@toolbox-sdk/server-linux-x64",
-      "version": "0.25.0",
-      "cpu": [
-        "x64"
-      ],
-      "license": "Apache-2.0",
-      "os": [
-        "linux"
-      ]
-    }
-  }
-}
--- a/packages/server-linux-x64/package.json
+++ b/packages/server-linux-x64/package.json
@@ -1,20 +0,0 @@
-{
-  "name": "@toolbox-sdk/server-linux-x64",
-  "version": "0.25.0",
-  "license": "Apache-2.0",
-  "author": "Google LLC",
-  "os": [
-    "linux"
-  ],
-  "cpu": [
-    "x64"
-  ],
-  "main": "bin/toolbox",
-  "repository": "googleapis/genai-toolbox",
-  "scripts": {
-    "prepack": "node scripts/downloadBinary.js linux x64"
-  },
-  "files": [
-    "bin/toolbox"
-  ]
-}
--- a/packages/server-linux-x64/scripts/downloadBinary.js
+++ b/packages/server-linux-x64/scripts/downloadBinary.js
@@ -1,85 +0,0 @@
-const fs = require('fs');
-const path = require('path');
-const https = require('https');
-const { execSync } = require('child_process');
-
-// 1. Configuration
-const PLATFORM_MAP = {
-  'linux': 'linux',
-  'darwin': 'darwin',
-  'win32': 'windows'
-};
-
-const ARCH_MAP = {
-  'x64': 'amd64',
-  'arm64': 'arm64'
-};
-
-const args = process.argv.slice(2);
-if (args.length < 2) {
-  console.error("Usage: node download-binary.js <platform> <arch>");
-  process.exit(1);
-}
-
-const [targetPlatform, targetArch] = args;
-
-// 2. Determine Version
-const version = fs.readFileSync(path.join(process.cwd(), 'version.txt'), 'utf8').trim(); 
-
-// 3. Construct URL
-const gcsPlatform = PLATFORM_MAP[targetPlatform];
-const gcsArch = ARCH_MAP[targetArch];
-
-if (!gcsPlatform || !gcsArch) {
-  console.error(`Unsupported platform/arch: ${targetPlatform}/${targetArch}`);
-  process.exit(1);
-}
-
-const extension = targetPlatform === 'win32' ? '.exe' : '';
-const binaryName = `toolbox${extension}`;
-const url = `https://storage.googleapis.com/genai-toolbox/v${version}/${gcsPlatform}/${gcsArch}/${binaryName}`;
-
-// 4. Prepare Output
-const binDir = path.join(process.cwd(), 'bin');
-if (!fs.existsSync(binDir)) {
-  fs.mkdirSync(binDir, { recursive: true });
-}
-const destPath = path.join(binDir, binaryName);
-
-if (fs.existsSync(destPath)) {
-  console.log(`[Skipped] Binary already exists at ${destPath}`);
-  process.exit(0);
-}
-
-console.log(`[Prepack] Downloading ${binaryName} for ${targetPlatform}/${targetArch}...`);
-console.log(`[Source]  ${url}`);
-
-// 5. Download Function
-const file = fs.createWriteStream(destPath);
-https.get(url, function(response) {
-  if (response.statusCode !== 200) {
-    console.error(`❌ Failed to download. Status Code: ${response.statusCode}`);
-    fs.unlink(destPath, () => {}); // Delete partial file
-    process.exit(1);
-  }
-
-  response.pipe(file);
-
-  file.on('finish', () => {
-    file.close(() => {
-      // 6. Make executable (Unix only)
-      if (targetPlatform !== 'win32') {
-        try {
-          execSync(`chmod +x "${destPath}"`);
-        } catch (err) {
-          console.warn("⚠️  Could not set executable permissions (chmod failed).");
-        }
-      }
-      console.log(`✅ Success! Binary saved to ${destPath}`);
-    });
-  });
-}).on('error', function(err) {
-  fs.unlink(destPath, () => {});
-  console.error(`❌ Download Error: ${err.message}`);
-  process.exit(1);
-});
--- a/packages/server-linux-x64/version.txt
+++ b/packages/server-linux-x64/version.txt
@@ -1 +0,0 @@
-0.25.0
--- a/packages/server-win32-x64/README.md
+++ b/packages/server-win32-x64/README.md
@@ -1,7 +0,0 @@
-# @toolbox-sdk/server-win32-x64
-
-Platform-specific binary for the `toolbox` package on Windows x64.
-This package is automatically installed by the main `@toolbox-sdk/server` package and is not intended to be installed directly.
-
-For more information, visit the [toolbox npm package](https://www.npmjs.com/package/@toolbox-sdk/server).
-
--- a/packages/server-win32-x64/package-lock.json
+++ b/packages/server-win32-x64/package-lock.json
@@ -1,19 +0,0 @@
-{
-  "name": "@toolbox-sdk/server-win32-x64",
-  "version": "0.25.0",
-  "lockfileVersion": 3,
-  "requires": true,
-  "packages": {
-    "": {
-      "name": "@toolbox-sdk/server-win32-x64",
-      "version": "0.25.0",
-      "cpu": [
-        "x64"
-      ],
-      "license": "Apache-2.0",
-      "os": [
-        "win32"
-      ]
-    }
-  }
-}
--- a/packages/server-win32-x64/package.json
+++ b/packages/server-win32-x64/package.json
@@ -1,20 +0,0 @@
-{
-  "name": "@toolbox-sdk/server-win32-x64",
-  "version": "0.25.0",
-  "license": "Apache-2.0",
-  "author": "Google LLC",
-  "os": [
-    "win32"
-  ],
-  "cpu": [
-    "x64"
-  ],
-  "main": "bin/toolbox.exe",
-  "repository": "googleapis/genai-toolbox",
-  "scripts": {
-    "prepack": "node scripts/downloadBinary.js win32 x64"
-  },
-  "files": [
-    "bin/toolbox.exe"
-  ]
-}
--- a/packages/server-win32-x64/scripts/downloadBinary.js
+++ b/packages/server-win32-x64/scripts/downloadBinary.js
@@ -1,85 +0,0 @@
-const fs = require('fs');
-const path = require('path');
-const https = require('https');
-const { execSync } = require('child_process');
-
-// 1. Configuration
-const PLATFORM_MAP = {
-  'linux': 'linux',
-  'darwin': 'darwin',
-  'win32': 'windows'
-};
-
-const ARCH_MAP = {
-  'x64': 'amd64',
-  'arm64': 'arm64'
-};
-
-const args = process.argv.slice(2);
-if (args.length < 2) {
-  console.error("Usage: node download-binary.js <platform> <arch>");
-  process.exit(1);
-}
-
-const [targetPlatform, targetArch] = args;
-
-// 2. Determine Version
-const version = fs.readFileSync(path.join(process.cwd(), 'version.txt'), 'utf8').trim(); 
-
-// 3. Construct URL
-const gcsPlatform = PLATFORM_MAP[targetPlatform];
-const gcsArch = ARCH_MAP[targetArch];
-
-if (!gcsPlatform || !gcsArch) {
-  console.error(`Unsupported platform/arch: ${targetPlatform}/${targetArch}`);
-  process.exit(1);
-}
-
-const extension = targetPlatform === 'win32' ? '.exe' : '';
-const binaryName = `toolbox${extension}`;
-const url = `https://storage.googleapis.com/genai-toolbox/v${version}/${gcsPlatform}/${gcsArch}/${binaryName}`;
-
-// 4. Prepare Output
-const binDir = path.join(process.cwd(), 'bin');
-if (!fs.existsSync(binDir)) {
-  fs.mkdirSync(binDir, { recursive: true });
-}
-const destPath = path.join(binDir, binaryName);
-
-if (fs.existsSync(destPath)) {
-  console.log(`[Skipped] Binary already exists at ${destPath}`);
-  process.exit(0);
-}
-
-console.log(`[Prepack] Downloading ${binaryName} for ${targetPlatform}/${targetArch}...`);
-console.log(`[Source]  ${url}`);
-
-// 5. Download Function
-const file = fs.createWriteStream(destPath);
-https.get(url, function(response) {
-  if (response.statusCode !== 200) {
-    console.error(`❌ Failed to download. Status Code: ${response.statusCode}`);
-    fs.unlink(destPath, () => {}); // Delete partial file
-    process.exit(1);
-  }
-
-  response.pipe(file);
-
-  file.on('finish', () => {
-    file.close(() => {
-      // 6. Make executable (Unix only)
-      if (targetPlatform !== 'win32') {
-        try {
-          execSync(`chmod +x "${destPath}"`);
-        } catch (err) {
-          console.warn("⚠️  Could not set executable permissions (chmod failed).");
-        }
-      }
-      console.log(`✅ Success! Binary saved to ${destPath}`);
-    });
-  });
-}).on('error', function(err) {
-  fs.unlink(destPath, () => {});
-  console.error(`❌ Download Error: ${err.message}`);
-  process.exit(1);
-});
--- a/packages/server-win32-x64/version.txt
+++ b/packages/server-win32-x64/version.txt
@@ -1 +0,0 @@
-0.25.0
--- a/packages/server/README.md
+++ b/packages/server/README.md
@@ -1,69 +0,0 @@
-# Toolbox
-
-A CLI tool for running a toolbox server.
-
-## Installation
-
-You can install the toolbox globally:
-
-```bash
-npm install -g @toolbox-sdk/server
-```
-
-Or run it directly using npx:
-
-```bash
-npx @toolbox-sdk/server
-```
-
-## Configuration
-
-The toolbox requires a `tools.yaml` file in the current working directory to define sources, tools, and prompts.
-
-### Example `tools.yaml`
-
-```yaml
-sources:
-  my-pg-source:
-    kind: postgres
-    host: 127.0.0.1
-    port: 5432
-    database: toolbox_db
-    user: postgres
-    password: password
-tools:
-  search-hotels-by-name:
-    kind: postgres-sql
-    source: my-pg-source
-    description: Search for hotels based on name.
-    parameters:
-      - name: name
-        type: string
-        description: The name of the hotel.
-    statement: SELECT * FROM hotels WHERE name ILIKE '%' || $1 || '%';
-prompts:
-  code-review:
-    description: "Asks the LLM to analyze code quality and suggest improvements."
-    messages:
-      - role: "user"
-        content: "Please review the following code for quality, correctness, and potential improvements: \n\n{{.code}}"
-    arguments:
-      - name: "code"
-        description: "The code to review"
-        required: true
-```
-
-To learn more on how to configure your toolbox, visit the [official docsite](https://googleapis.github.io/genai-toolbox/getting-started/configure/).
-
-## Platform Support
-
-The toolbox automatically handles platform-specific binaries. Supported platforms include:
- macOS (arm64, x64)
- Linux (x64)
- Windows (x64)
-
-## Resources
-
-For more information, visit the 
- [MCP Toolbox repository](https://github.com/googleapis/genai-toolbox)
- [Official Documentation](https://googleapis.github.io/genai-toolbox/getting-started/introduction/)
--- a/packages/server/bin/run.js
+++ b/packages/server/bin/run.js
@@ -1,49 +0,0 @@
-#!/usr/bin/env node
-const { spawn } = require('child_process');
-const path = require('path');
-const os = require('os');
-const fs = require('fs');
-
-const PLATFORMS = {
-  'darwin-arm64': '@toolbox-sdk/server-darwin-arm64',
-  'darwin-x64': '@toolbox-sdk/server-darwin-x64',
-  'linux-x64': '@toolbox-sdk/server-linux-x64',
-  'win32-x64': '@toolbox-sdk/server-win32-x64'
-};
-
-const currentKey = `${os.platform()}-${os.arch()}`;
-const pkgName = PLATFORMS[currentKey];
-
-if (!pkgName) {
-  console.error(`Unsupported platform: ${currentKey}`);
-  process.exit(1);
-}
-
-let binPath;
-try {
-  const pkgJsonPath = require.resolve(`${pkgName}/package.json`);
-  const pkgDir = path.dirname(pkgJsonPath);
-  const binName = os.platform() === 'win32' ? 'toolbox.exe' : 'toolbox';
-  binPath = path.join(pkgDir, 'bin', binName);
-} catch (e) {
-  console.error(`Binary for ${currentKey} not found. Installation failed?`);
-  process.exit(1);
-}
-
-if (os.platform() !== 'win32') {
-  try {
-    fs.chmodSync(binPath, 0o755);
-    if (os.platform() === 'darwin') {
-      const { execSync } = require('child_process');
-      try {
-        execSync(`xattr -d com.apple.quarantine "${binPath}"`, { stdio: 'ignore' });
-      } catch (e) {
-      }
-    }
-  } catch (e) {
-    console.warn(`Could not set execute permissions on ${binPath}: ${e.message}`);
-  }
-}
-
-spawn(binPath, process.argv.slice(2), { stdio: 'inherit' })
-  .on('exit', process.exit);
--- a/packages/server/package-lock.json
+++ b/packages/server/package-lock.json
@@ -1,74 +0,0 @@
-{
-  "name": "@toolbox-sdk/server",
-  "version": "0.25.0",
-  "lockfileVersion": 3,
-  "requires": true,
-  "packages": {
-    "": {
-      "name": "@toolbox-sdk/server",
-      "version": "0.25.0",
-      "license": "Apache-2.0",
-      "bin": {
-        "toolbox": "bin/run.js"
-      },
-      "optionalDependencies": {
-        "@toolbox-sdk/server-darwin-arm64": "0.25.0",
-        "@toolbox-sdk/server-darwin-x64": "0.25.0",
-        "@toolbox-sdk/server-linux-x64": "0.25.0",
-        "@toolbox-sdk/server-win32-x64": "0.25.0"
-      }
-    },
-    "node_modules/@toolbox-sdk/server-darwin-arm64": {
-      "version": "0.25.0",
-      "resolved": "https://registry.npmjs.org/@toolbox-sdk/server-darwin-arm64/-/server-darwin-arm64-0.25.0.tgz",
-      "integrity": "sha512-HNAfaDOg2ggnZObJkh5JxoUtfL0WiA2nvDB7qNMdP3130Jgrc9y6rjpGVgN0ntk9zPhioussfbDDgc36jUTq+g==",
-      "cpu": [
-        "arm64"
-      ],
-      "license": "Apache-2.0",
-      "optional": true,
-      "os": [
-        "darwin"
-      ]
-    },
-    "node_modules/@toolbox-sdk/server-darwin-x64": {
-      "version": "0.25.0",
-      "resolved": "https://registry.npmjs.org/@toolbox-sdk/server-darwin-x64/-/server-darwin-x64-0.25.0.tgz",
-      "integrity": "sha512-RG7rcfuA8jFylbdT0geXWGKtLBfsqXtwDR2kgJtr5hjdFqjhOwuN6jK0JNnjyHZoBx6xN6cG4nHs25uEWjrD9g==",
-      "cpu": [
-        "x64"
-      ],
-      "license": "Apache-2.0",
-      "optional": true,
-      "os": [
-        "darwin"
-      ]
-    },
-    "node_modules/@toolbox-sdk/server-linux-x64": {
-      "version": "0.25.0",
-      "resolved": "https://registry.npmjs.org/@toolbox-sdk/server-linux-x64/-/server-linux-x64-0.25.0.tgz",
-      "integrity": "sha512-V/yjAcEJD4vxLyHXgkdUM6Wc8agma451O6Ms9loEfcIwwIWnb103UOOiZRd+pLdDViuuSzrhXNEH62vjhIoQUw==",
-      "cpu": [
-        "x64"
-      ],
-      "license": "Apache-2.0",
-      "optional": true,
-      "os": [
-        "linux"
-      ]
-    },
-    "node_modules/@toolbox-sdk/server-win32-x64": {
-      "version": "0.25.0",
-      "resolved": "https://registry.npmjs.org/@toolbox-sdk/server-win32-x64/-/server-win32-x64-0.25.0.tgz",
-      "integrity": "sha512-QUgPeWvHhD2lLqp4Tk1bDuEOu8l6y5ApsnTScEMIa2GO7G/jRJzkCT1TNZJIUxQMZEEXy38bn9x/fMMtNN9flQ==",
-      "cpu": [
-        "x64"
-      ],
-      "license": "Apache-2.0",
-      "optional": true,
-      "os": [
-        "win32"
-      ]
-    }
-  }
-}
--- a/packages/server/package.json
+++ b/packages/server/package.json
@@ -1,19 +0,0 @@
-{
-  "name": "@toolbox-sdk/server",
-  "version": "0.25.0",
-  "license": "Apache-2.0",
-  "author": "Google LLC",
-  "bin": {
-    "toolbox": "./bin/run.js"
-  },
-  "files": [
-    "bin/run.js"
-  ],
-  "repository": "googleapis/genai-toolbox",
-  "optionalDependencies": {
-    "@toolbox-sdk/server-darwin-arm64": "0.25.0",
-    "@toolbox-sdk/server-darwin-x64": "0.25.0",
-    "@toolbox-sdk/server-linux-x64": "0.25.0",
-    "@toolbox-sdk/server-win32-x64": "0.25.0"
-  }
-}
--- a/packages/testing.md
+++ b/packages/testing.md
@@ -1,91 +0,0 @@
-# How to test on different platforms
-
-1. Create a local test registry. We are using Verdaccio. During the actual process, we publish to npm instead.
-    ```sh
-    # install
-    npm install -g verdaccio
-
-    # start server
-    verdaccio
-    ```
-
-    The output will show the config file location and the URL. Open your browser to:
-    http://localhost:4873
-
-    > Note: You can use `npm unpublish @toolbox-sdk/server --force --registry http://localhost:4873` to unpublish the package.
-
-2. Pack all 4 packages and publish them to the local registry. Go in each package (eg. server-darwin-arm64) and run
-    ```sh
-    npm ci --force
-    npm pack .
-    ```
-    
-    Then publish to the local registry
-    ```sh
-    npm publish --registry http://localhost:4873
-    ```
-
-3. Go to the server package and run
-    ```sh
-    npm ci --force
-    npm pack .
-    npm publish --registry http://localhost:4873
-    ```
-
-    Now, you have published your package.
-
-4. Now create a new folder (let's call it testing.) Add a tools.yaml file to the folder. It should look like this:
-    ```yaml
-      sources:
-        my-pg-source:
-          kind: postgres
-          host: 127.0.0.1
-          port: 5432
-          database: toolbox_db
-          user: postgres
-          password: password
-      tools:
-        search-hotels-by-name:
-          kind: postgres-sql
-          source: my-pg-source
-          description: Search for hotels based on name.
-          parameters:
-            - name: name
-              type: string
-              description: The name of the hotel.
-          statement: SELECT * FROM hotels WHERE name ILIKE '%' || $1 || '%';
-      prompts:
-        code-review:
-          description: "Asks the LLM to analyze code quality and suggest improvements."
-          messages:
-            - role: "user"
-              content: "Please review the following code for quality, correctness, and potential improvements: \n\n{{.code}}"
-          arguments:
-            - name: "code"
-              description: "The code to review"
-              required: true
-    ```
-
-    Note: Do not test this directly to the server folder. The registry might pick up local packages instead of global installation.
-    Use a separate testing folder outside the server folder for this testing.
-
-6. From the testing folder, run 
-    ```sh
-    npx --registry=http://localhost:4873/ -y @toolbox-sdk/server
-    ```
-
-    This should start up the toolbox server with the tools.yaml file.
-
-7. Run the command to verify that the tools are available:
-
-    ```sh
-    curl --location 'http://127.0.0.1:5000/mcp' \
-    --header 'Content-Type: application/json' \
-    --data '{
-        "jsonrpc": "2.0",
-        "method": "tools/list",
-        "params": {},
-        "id": 1
-    }'
-
-```
--- a/packages/update_dep_packages.sh
+++ b/packages/update_dep_packages.sh
@@ -1,21 +0,0 @@
-cd server-darwin-arm64
-npm install --force
-rm -rf bin/ 
-git add version.txt package.json package-lock.json
-
-cd ../server-darwin-x64
-npm install --force
-rm -rf bin/ 
-git add version.txt package.json package-lock.json
-
-
-cd ../server-linux-x64
-npm install --force
-rm -rf bin/ 
-git add version.txt package.json package-lock.json
-
-
-cd ../server-win32-x64
-npm install --force
-rm -rf bin/ 
-git add version.txt package.json package-lock.json
--- a/packages/update_server_package.sh
+++ b/packages/update_server_package.sh
@@ -1,7 +0,0 @@
-cd server
-npm install --package-lock-only
-git add package.json package-lock.json
-git commit -m "update dep versions"
-
-npm pack .
-npm publish --access public
--- a/packages/update_server_packages.sh
+++ b/packages/update_server_packages.sh
@@ -1,21 +0,0 @@
-cd server-darwin-arm64
-npm install --force
-rm -rf bin/ 
-git add version.txt package.json package-lock.json
-
-cd ../server-darwin-x64
-npm install --force
-rm -rf bin/ 
-git add version.txt package.json package-lock.json
-
-
-cd ../server-linux-x64
-npm install --force
-rm -rf bin/ 
-git add version.txt package.json package-lock.json
-
-
-cd ../server-win32-x64
-npm install --force
-rm -rf bin/ 
-git add version.txt package.json package-lock.json
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
Harsh Jha	f0c7eb129b	Merge branch 'sdk-docs-migrate' of https://github.com/googleapis/genai-toolbox into py-sdk-docs	2026-01-12 13:23:55 +05:30
Harsh Jha	fef07c71a1	chore: fixed github link for python sdk	2026-01-12 13:23:12 +05:30
Anmol Shukla	4928f0be8f	Merge branch 'main' into sdk-docs-migrate	2026-01-07 14:11:20 +05:30
Harsh Jha	12b25a0beb	chore: resolve pr comment	2025-12-12 12:35:17 +05:30
Harsh Jha	073c8b3268	feat: added python sdk introduction	2025-12-12 12:26:02 +05:30
Harsh Jha	0cb3ad9026	Merge branch 'main' into sdk-docs-migrate	2025-12-10 14:03:46 +05:30
Harsh Jha	290cba0f1e	Merge branch 'main' into sdk-docs-migrate	2025-12-01 14:57:07 +05:30
Harsh Jha	047def93ef	Merge branch 'main' into sdk-docs-migrate	2025-12-01 14:55:19 +05:30
Harsh Jha	875b5277e3	Merge branch 'main' into sdk-docs-migrate	2025-11-21 12:39:20 +05:30
Harsh Jha	a29f9e5484	feat: added basic template for sdks doc migrate	2025-11-17 13:57:49 +05:30
@@ -1 +1 @@
 .25.0
 .24.0