docs: fix dataplex tool names in reference

chore(deps): update github actions (#2298 )
This PR contains the following updates: | Package | Type | Update | Change | |---|---|---|---| | [actions/cache](https://redirect.github.com/actions/cache) ([changelog](9255dc7a25..8b402f58fb)) | action | digest | `9255dc7` → `8b402f5` | | [actions/checkout](https://redirect.github.com/actions/checkout) | action | patch | `v6.0.1` → `v6.0.2` | | [actions/setup-go](https://redirect.github.com/actions/setup-go) | action | minor | `v6.1.0` → `v6.2.0` | | [actions/setup-node](https://redirect.github.com/actions/setup-node) ([changelog](395ad32622..6044e13b5d)) | action | digest | `395ad32` → `6044e13` | --- ### Release Notes <details> <summary>actions/checkout (actions/checkout)</summary> ### [`v6.0.2`](https://redirect.github.com/actions/checkout/blob/HEAD/CHANGELOG.md#v602) [Compare Source](https://redirect.github.com/actions/checkout/compare/v6.0.1...v6.0.2) - Fix tag handling: preserve annotations and explicit fetch-tags by [@ericsciple](https://redirect.github.com/ericsciple) in [#2356](https://redirect.github.com/actions/checkout/pull/2356) </details> <details> <summary>actions/setup-go (actions/setup-go)</summary> ### [`v6.2.0`](https://redirect.github.com/actions/setup-go/releases/tag/v6.2.0) [Compare Source](https://redirect.github.com/actions/setup-go/compare/v6.1.0...v6.2.0) ##### What's Changed ##### Enhancements - Example for restore-only cache in documentation by [@aparnajyothi-y](https://redirect.github.com/aparnajyothi-y) in [#696](https://redirect.github.com/actions/setup-go/pull/696) - Update Node.js version in action.yml by [@ccoVeille](https://redirect.github.com/ccoVeille) in [#691](https://redirect.github.com/actions/setup-go/pull/691) - Documentation update of actions/checkout by [@deining](https://redirect.github.com/deining) in [#683](https://redirect.github.com/actions/setup-go/pull/683) ##### Dependency updates - Upgrade js-yaml from 3.14.1 to 3.14.2 by [@dependabot](https://redirect.github.com/dependabot) in [#682](https://redirect.github.com/actions/setup-go/pull/682) - Upgrade [@actions/cache](https://redirect.github.com/actions/cache) to v5 by [@salmanmkc](https://redirect.github.com/salmanmkc) in [#695](https://redirect.github.com/actions/setup-go/pull/695) - Upgrade actions/checkout from 5 to 6 by [@dependabot](https://redirect.github.com/dependabot) in [#686](https://redirect.github.com/actions/setup-go/pull/686) - Upgrade qs from 6.14.0 to 6.14.1 by [@dependabot](https://redirect.github.com/dependabot) in [#703](https://redirect.github.com/actions/setup-go/pull/703) ##### New Contributors - [@ccoVeille](https://redirect.github.com/ccoVeille) made their first contribution in [#691](https://redirect.github.com/actions/setup-go/pull/691) - [@deining](https://redirect.github.com/deining) made their first contribution in [#683](https://redirect.github.com/actions/setup-go/pull/683) **Full Changelog**: <https://github.com/actions/setup-go/compare/v6...v6.2.0> </details> --- ### Configuration 📅 **Schedule**: Branch creation - At any time (no schedule defined), Automerge - At any time (no schedule defined). 🚦 **Automerge**: Disabled by config. Please merge this manually once you are satisfied. ♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the rebase/retry checkbox. 👻 **Immortal**: This PR will be recreated if closed unmerged. Get [config help](https://redirect.github.com/renovatebot/renovate/discussions) if that's undesired. --- - [ ] If you want to rebase/retry this PR, check this box --- This PR was generated by [Mend Renovate](https://mend.io/renovate/). View the [repository job log](https://developer.mend.io/github/googleapis/genai-toolbox).  Co-authored-by: Averi Kitsch <akitsch@google.com>
2026-01-26 15:58:24 -05:00 · 2026-01-26 10:24:08 -08:00 · 2026-01-23 20:41:19 +00:00 · 2026-01-23 19:53:59 +00:00 · 2026-01-23 18:40:33 +00:00 · 2026-01-22 16:22:50 -08:00
51 changed files with 518 additions and 691 deletions
--- a/.ci/integration.cloudbuild.yaml
+++ b/.ci/integration.cloudbuild.yaml
@@ -171,23 +171,6 @@ steps:
          alloydbainl \
          alloydbainl

-  - id: "alloydb-omni"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "AlloyDB Omni" \
-          alloydbomni \
-          postgres
-
  - id: "bigtable"
    name: golang:1
    waitFor: ["compile-test-binary"]
@@ -674,7 +657,7 @@ steps:
          "Looker" \
          looker \
          looker
-
+    
  - id: "mindsdb"
    name: golang:1
    waitFor: ["compile-test-binary"]
@@ -862,7 +845,7 @@ steps:
          "Snowflake" \
          snowflake \
          snowflake
-
+ 
  - id: "cassandra"
    name: golang:1
    waitFor: ["compile-test-binary"]
@@ -907,7 +890,7 @@ steps:
        go test -v ./internal/sources/oracle/... \
          -coverprofile=oracle_coverage.out \
          -coverpkg=./internal/sources/oracle/...,./internal/tools/oracle/...
-
+        
        # Coverage check
        total_coverage=$(go tool cover -func=oracle_coverage.out | grep "total:" | awk '{print $3}')
        echo "Oracle total coverage: $total_coverage"
--- a/.github/workflows/deploy_dev_docs.yaml
+++ b/.github/workflows/deploy_dev_docs.yaml
@@ -51,12 +51,12 @@ jobs:
          extended: true

      - name: Setup Node
-        uses: actions/setup-node@395ad3262231945c25e8478fd5baf05154b1d79f # v6
+        uses: actions/setup-node@6044e13b5dc448c55e2357c09f80417699197238 # v6
        with:
          node-version: "22"

      - name: Cache dependencies
-        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb # v5
+        uses: actions/cache@8b402f58fbc84540c8b491a91e594a4576fec3d7 # v5
        with:
          path: ~/.npm
          key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
--- a/.github/workflows/deploy_previous_version_docs.yaml
+++ b/.github/workflows/deploy_previous_version_docs.yaml
@@ -57,7 +57,7 @@ jobs:
        with:
          hugo-version: "0.145.0"
          extended: true
-      - uses: actions/setup-node@395ad3262231945c25e8478fd5baf05154b1d79f # v6
+      - uses: actions/setup-node@6044e13b5dc448c55e2357c09f80417699197238 # v6
        with:
          node-version: "22"

--- a/.github/workflows/deploy_versioned_docs.yaml
+++ b/.github/workflows/deploy_versioned_docs.yaml
@@ -44,7 +44,7 @@ jobs:
          extended: true

      - name: Setup Node
-        uses: actions/setup-node@395ad3262231945c25e8478fd5baf05154b1d79f # v6
+        uses: actions/setup-node@6044e13b5dc448c55e2357c09f80417699197238 # v6
        with:
          node-version: "22"

--- a/.github/workflows/docs_preview_deploy.yaml
+++ b/.github/workflows/docs_preview_deploy.yaml
@@ -62,12 +62,12 @@ jobs:
          extended: true

      - name: Setup Node
-        uses: actions/setup-node@395ad3262231945c25e8478fd5baf05154b1d79f # v6
+        uses: actions/setup-node@6044e13b5dc448c55e2357c09f80417699197238 # v6
        with:
          node-version: "22"

      - name: Cache dependencies
-        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb # v5
+        uses: actions/cache@8b402f58fbc84540c8b491a91e594a4576fec3d7 # v5
        with:
          path: ~/.npm
          key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
--- a/.github/workflows/link_checker_workflow.yaml
+++ b/.github/workflows/link_checker_workflow.yaml
@@ -25,7 +25,7 @@ jobs:
        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6

      - name: Restore lychee cache
-        uses: actions/cache@9255dc7a253b0ccc959486e2bca901246202afeb # v5
+        uses: actions/cache@8b402f58fbc84540c8b491a91e594a4576fec3d7 # v5
        with:
          path: .lycheecache
          key: cache-lychee-${{ github.sha }}
@@ -39,6 +39,7 @@ jobs:
            --no-progress
            --cache
            --max-cache-age 1d
+            --exclude '^neo4j\+.*' --exclude '^bolt://.*'
            README.md
            docs/
          output: /tmp/foo.txt
--- a/.github/workflows/lint.yaml
+++ b/.github/workflows/lint.yaml
@@ -51,11 +51,11 @@ jobs:
              console.log('Failed to remove label. Another job may have already removed it!');
            }
      - name: Setup Go
-        uses: actions/setup-go@4dc6199c7b1a012772edbd06daecab0f50c9053c # v6.1.0
+        uses: actions/setup-go@7a3fe6cf4cb3a834922a1244abfce67bcef6a0c5 # v6.2.0
        with:
          go-version: "1.25"
      - name: Checkout code
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
        with:
          ref: ${{ github.event.pull_request.head.sha }}
          repository: ${{ github.event.pull_request.head.repo.full_name }}
--- a/.github/workflows/sync-labels.yaml
+++ b/.github/workflows/sync-labels.yaml
@@ -29,7 +29,7 @@ jobs:
      issues: 'write'
      pull-requests: 'write'
    steps:
-      - uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
+      - uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
      - uses: micnncim/action-label-syncer@3abd5ab72fda571e69fffd97bd4e0033dd5f495c # v1.3.0
        env:
          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
--- a/.github/workflows/tests.yaml
+++ b/.github/workflows/tests.yaml
@@ -57,12 +57,12 @@ jobs:
            }

      - name: Setup Go
-        uses: actions/setup-go@4dc6199c7b1a012772edbd06daecab0f50c9053c # v6.1.0
+        uses: actions/setup-go@7a3fe6cf4cb3a834922a1244abfce67bcef6a0c5 # v6.2.0
        with:
          go-version: "1.24"

      - name: Checkout code
-        uses: actions/checkout@8e8c483db84b4bee98b60c0593521ed34d9990e8 # v6.0.1
+        uses: actions/checkout@de0fac2e4500dabe0009e67214ff5f5447ce83dd # v6.0.2
        with:
          ref: ${{ github.event.pull_request.head.sha }}
          repository: ${{ github.event.pull_request.head.repo.full_name }}
--- a/.hugo/hugo.toml
+++ b/.hugo/hugo.toml
@@ -51,6 +51,10 @@ ignoreFiles = ["quickstart/shared", "quickstart/python", "quickstart/js", "quick
 # Add a new version block here before every release
 # The order of versions in this file is mirrored into the dropdown

+[[params.versions]]
+  version = "v0.26.0"
+  url = "https://googleapis.github.io/genai-toolbox/v0.26.0/"
+
 [[params.versions]]
  version = "v0.25.0"
  url = "https://googleapis.github.io/genai-toolbox/v0.25.0/"
--- a/.lycheeignore
+++ b/.lycheeignore
@@ -39,7 +39,7 @@ https://dev.mysql.com/doc/refman/8.4/en/user-names.html
 # npmjs links can occasionally trigger rate limiting during high-frequency CI builds
 https://www.npmjs.com/package/@toolbox-sdk/core
 https://www.npmjs.com/package/@toolbox-sdk/adk
-
+https://www.oceanbase.com/

 # Ignore social media and blog profiles to reduce external request overhead
-https://medium.com/@mcp_toolbox
+https://medium.com/@mcp_toolbox
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,5 +1,30 @@
 # Changelog

+## [0.26.0](https://github.com/googleapis/genai-toolbox/compare/v0.25.0...v0.26.0) (2026-01-22)
+
+
+### ⚠ BREAKING CHANGES
+
+* Validate tool naming ([#2305](https://github.com/googleapis/genai-toolbox/issues/2305)) ([5054212](https://github.com/googleapis/genai-toolbox/commit/5054212fa43017207fe83275d27b9fbab96e8ab5))
+* **tools/cloudgda:** Update description and parameter name for cloudgda tool ([#2288](https://github.com/googleapis/genai-toolbox/issues/2288)) ([6b02591](https://github.com/googleapis/genai-toolbox/commit/6b025917032394a66840488259db8ff2c3063016))
+
+### Features
+
+* Add new `user-agent-metadata` flag ([#2302](https://github.com/googleapis/genai-toolbox/issues/2302)) ([adc9589](https://github.com/googleapis/genai-toolbox/commit/adc9589766904d9e3cbe0a6399222f8d4bb9d0cc))
+* Add remaining flag to Toolbox server in MCP registry ([#2272](https://github.com/googleapis/genai-toolbox/issues/2272)) ([5e0999e](https://github.com/googleapis/genai-toolbox/commit/5e0999ebf5cdd9046e96857738254b2e0561b6d2))
+* **embeddingModel:** Add embedding model to MCP handler ([#2310](https://github.com/googleapis/genai-toolbox/issues/2310)) ([e4f60e5](https://github.com/googleapis/genai-toolbox/commit/e4f60e56335b755ef55b9553d3f40b31858ec8d9))
+* **sources/bigquery:** Make maximum rows returned from queries configurable ([#2262](https://github.com/googleapis/genai-toolbox/issues/2262)) ([4abf0c3](https://github.com/googleapis/genai-toolbox/commit/4abf0c39e717d53b22cc61efb65e09928c598236))
+* **prebuilt/cloud-sql:** Add create backup tool for Cloud SQL ([#2141](https://github.com/googleapis/genai-toolbox/issues/2141)) ([8e0fb03](https://github.com/googleapis/genai-toolbox/commit/8e0fb0348315a80f63cb47b3c7204869482448f4))
+* **prebuilt/cloud-sql:** Add restore backup tool for Cloud SQL ([#2171](https://github.com/googleapis/genai-toolbox/issues/2171)) ([00c3e6d](https://github.com/googleapis/genai-toolbox/commit/00c3e6d8cba54e2ab6cb271c7e6b378895df53e1))
+* Support combining multiple prebuilt configurations ([#2295](https://github.com/googleapis/genai-toolbox/issues/2295)) ([e535b37](https://github.com/googleapis/genai-toolbox/commit/e535b372ea81864d644a67135a1b07e4e519b4b4))
+* Support MCP specs version 2025-11-25 ([#2303](https://github.com/googleapis/genai-toolbox/issues/2303)) ([4d23a3b](https://github.com/googleapis/genai-toolbox/commit/4d23a3bbf2797b1f7fe328aeb5789e778121da23))
+* **tools:** Add `valueFromParam` support to Tool config ([#2333](https://github.com/googleapis/genai-toolbox/issues/2333)) ([15101b1](https://github.com/googleapis/genai-toolbox/commit/15101b1edbe2b85a4a5f9f819c23cf83138f4ee1))
+
+
+### Bug Fixes
+
+* **tools/cloudhealthcare:** Add check for client authorization before retrieving token string ([#2327](https://github.com/googleapis/genai-toolbox/issues/2327)) ([c25a233](https://github.com/googleapis/genai-toolbox/commit/c25a2330fea2ac382a398842c9e572e4e19bcb08))
+
 ## [0.25.0](https://github.com/googleapis/genai-toolbox/compare/v0.24.0...v0.25.0) (2026-01-08)


--- 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=0.26.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -153,7 +153,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.25.0
+> export VERSION=0.26.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$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=0.26.0
 > 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=0.26.0
 > 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"
+> $VERSION = "0.26.0"
 > curl.exe -o toolbox.exe "https://storage.googleapis.com/genai-toolbox/v$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=0.26.0
 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@v0.26.0
 ```
 <!-- {x-release-please-end} -->

--- a/cmd/root.go
+++ b/cmd/root.go
@@ -315,15 +315,15 @@ func Execute() {
 type Command struct {
 	*cobra.Command

-	cfg            server.ServerConfig
-	logger         log.Logger
-	tools_file     string
-	tools_files    []string
-	tools_folder   string
-	prebuiltConfig string
-	inStream       io.Reader
-	outStream      io.Writer
-	errStream      io.Writer
+	cfg             server.ServerConfig
+	logger          log.Logger
+	tools_file      string
+	tools_files     []string
+	tools_folder    string
+	prebuiltConfigs []string
+	inStream        io.Reader
+	outStream       io.Writer
+	errStream       io.Writer
 }

 // NewCommand returns a Command object representing an invocation of the CLI.
@@ -376,10 +376,10 @@ func NewCommand(opts ...Option) *Command {
 	flags.StringVar(&cmd.cfg.TelemetryServiceName, "telemetry-service-name", "toolbox", "Sets the value of the service.name resource attribute for telemetry data.")
 	// Fetch prebuilt tools sources to customize the help description
 	prebuiltHelp := fmt.Sprintf(
-		"Use a prebuilt tool configuration by source type. Allowed: '%s'.",
+		"Use a prebuilt tool configuration by source type. Allowed: '%s'. Can be specified multiple times.",
 		strings.Join(prebuiltconfigs.GetPrebuiltSources(), "', '"),
 	)
-	flags.StringVar(&cmd.prebuiltConfig, "prebuilt", "", prebuiltHelp)
+	flags.StringSliceVar(&cmd.prebuiltConfigs, "prebuilt", []string{}, prebuiltHelp)
 	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.")
@@ -867,24 +867,32 @@ func run(cmd *Command) error {
 	var allToolsFiles []ToolsFile

 	// Load Prebuilt Configuration
-	if cmd.prebuiltConfig != "" {
-		buf, err := prebuiltconfigs.Get(cmd.prebuiltConfig)
-		if err != nil {
-			cmd.logger.ErrorContext(ctx, err.Error())
-			return err
-		}
-		logMsg := fmt.Sprint("Using prebuilt tool configuration for ", cmd.prebuiltConfig)
-		cmd.logger.InfoContext(ctx, logMsg)
-		// Append prebuilt.source to Version string for the User Agent
-		cmd.cfg.Version += "+prebuilt." + cmd.prebuiltConfig

-		parsed, err := parseToolsFile(ctx, buf)
-		if err != nil {
-			errMsg := fmt.Errorf("unable to parse prebuilt tool configuration: %w", err)
-			cmd.logger.ErrorContext(ctx, errMsg.Error())
-			return errMsg
+	if len(cmd.prebuiltConfigs) > 0 {
+		slices.Sort(cmd.prebuiltConfigs)
+		sourcesList := strings.Join(cmd.prebuiltConfigs, ", ")
+		logMsg := fmt.Sprintf("Using prebuilt tool configurations for: %s", sourcesList)
+		cmd.logger.InfoContext(ctx, logMsg)
+
+		for _, configName := range cmd.prebuiltConfigs {
+			buf, err := prebuiltconfigs.Get(configName)
+			if err != nil {
+				cmd.logger.ErrorContext(ctx, err.Error())
+				return err
+			}
+
+			// Update version string
+			cmd.cfg.Version += "+prebuilt." + configName
+
+			// Parse into ToolsFile struct
+			parsed, err := parseToolsFile(ctx, buf)
+			if err != nil {
+				errMsg := fmt.Errorf("unable to parse prebuilt tool configuration for '%s': %w", configName, err)
+				cmd.logger.ErrorContext(ctx, errMsg.Error())
+				return errMsg
+			}
+			allToolsFiles = append(allToolsFiles, parsed)
 		}
-		allToolsFiles = append(allToolsFiles, parsed)
 	}

 	// Determine if Custom Files should be loaded
@@ -892,7 +900,7 @@ func run(cmd *Command) error {
 	isCustomConfigured := cmd.tools_file != "" || len(cmd.tools_files) > 0 || cmd.tools_folder != ""

 	// Determine if default 'tools.yaml' should be used (No prebuilt AND No custom flags)
-	useDefaultToolsFile := cmd.prebuiltConfig == "" && !isCustomConfigured
+	useDefaultToolsFile := len(cmd.prebuiltConfigs) == 0 && !isCustomConfigured

 	if useDefaultToolsFile {
 		cmd.tools_file = "tools.yaml"
--- a/cmd/root_test.go
+++ b/cmd/root_test.go
@@ -430,17 +430,27 @@ func TestPrebuiltFlag(t *testing.T) {
 	tcs := []struct {
 		desc string
 		args []string
-		want string
+		want []string
 	}{
 		{
 			desc: "default value",
 			args: []string{},
-			want: "",
+			want: []string{},
 		},
 		{
-			desc: "custom pre built flag",
-			args: []string{"--tools-file", "alloydb"},
-			want: "alloydb",
+			desc: "single prebuilt flag",
+			args: []string{"--prebuilt", "alloydb"},
+			want: []string{"alloydb"},
+		},
+		{
+			desc: "multiple prebuilt flags",
+			args: []string{"--prebuilt", "alloydb", "--prebuilt", "bigquery"},
+			want: []string{"alloydb", "bigquery"},
+		},
+		{
+			desc: "comma separated prebuilt flags",
+			args: []string{"--prebuilt", "alloydb,bigquery"},
+			want: []string{"alloydb", "bigquery"},
 		},
 	}
 	for _, tc := range tcs {
@@ -449,8 +459,8 @@ func TestPrebuiltFlag(t *testing.T) {
 			if err != nil {
 				t.Fatalf("unexpected error invoking command: %s", err)
 			}
-			if c.tools_file != tc.want {
-				t.Fatalf("got %v, want %v", c.cfg, tc.want)
+			if diff := cmp.Diff(c.prebuiltConfigs, tc.want); diff != "" {
+				t.Fatalf("got %v, want %v, diff %s", c.prebuiltConfigs, tc.want, diff)
 			}
 		})
 	}
@@ -2073,6 +2083,12 @@ authSources:
 				return nil
 			},
 		},
+		{
+			desc:      "sqlite called twice error",
+			args:      []string{"--prebuilt", "sqlite", "--prebuilt", "sqlite"},
+			wantErr:   true,
+			errString: "resource conflicts detected",
+		},
 		{
 			desc:      "tool conflict error",
 			args:      []string{"--prebuilt", "sqlite", "--tools-file", toolConflictFile},
@@ -2181,3 +2197,115 @@ func TestDefaultToolsFileBehavior(t *testing.T) {
 		})
 	}
 }
+
+func TestParameterReferenceValidation(t *testing.T) {
+	ctx, err := testutils.ContextWithNewLogger()
+	if err != nil {
+		t.Fatalf("unexpected error: %s", err)
+	}
+
+	// Base template
+	baseYaml := `
+sources:
+  dummy-source:
+    kind: http
+    baseUrl: http://example.com
+tools:
+  test-tool:
+    kind: postgres-sql
+    source: dummy-source
+    description: test tool
+    statement: SELECT 1;
+    parameters:
+%s`
+
+	tcs := []struct {
+		desc      string
+		params    string
+		wantErr   bool
+		errSubstr string
+	}{
+		{
+			desc: "valid backward reference",
+			params: `
+      - name: source_param
+        type: string
+        description: source
+      - name: copy_param
+        type: string
+        description: copy
+        valueFromParam: source_param`,
+			wantErr: false,
+		},
+		{
+			desc: "valid forward reference (out of order)",
+			params: `
+      - name: copy_param
+        type: string
+        description: copy
+        valueFromParam: source_param
+      - name: source_param
+        type: string
+        description: source`,
+			wantErr: false,
+		},
+		{
+			desc: "invalid missing reference",
+			params: `
+      - name: copy_param
+        type: string
+        description: copy
+        valueFromParam: non_existent_param`,
+			wantErr:   true,
+			errSubstr: "references '\"non_existent_param\"' in the 'valueFromParam' field",
+		},
+		{
+			desc: "invalid self reference",
+			params: `
+      - name: myself
+        type: string
+        description: self
+        valueFromParam: myself`,
+			wantErr:   true,
+			errSubstr: "parameter \"myself\" cannot copy value from itself",
+		},
+		{
+			desc: "multiple valid references",
+			params: `
+      - name: a
+        type: string
+        description: a
+      - name: b
+        type: string
+        description: b
+        valueFromParam: a
+      - name: c
+        type: string
+        description: c
+        valueFromParam: a`,
+			wantErr: false,
+		},
+	}
+
+	for _, tc := range tcs {
+		t.Run(tc.desc, func(t *testing.T) {
+			// Indent parameters to match YAML structure
+			yamlContent := fmt.Sprintf(baseYaml, tc.params)
+
+			_, err := parseToolsFile(ctx, []byte(yamlContent))
+
+			if tc.wantErr {
+				if err == nil {
+					t.Fatal("expected error, got nil")
+				}
+				if !strings.Contains(err.Error(), tc.errSubstr) {
+					t.Errorf("error %q does not contain expected substring %q", err.Error(), tc.errSubstr)
+				}
+			} else {
+				if err != nil {
+					t.Fatalf("unexpected error: %v", err)
+				}
+			}
+		})
+	}
+}
--- a/cmd/version.txt
+++ b/cmd/version.txt
@@ -1 +1 @@
-0.25.0
+0.26.0
--- 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 = \"0.26.0\" # 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=0.26.0
 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=0.26.0
 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=0.26.0
 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=0.26.0
 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 = "0.26.0"
 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=0.26.0
 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@v0.26.0
 ```

 {{% /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/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->

--- 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/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/$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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/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/v0.26.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
--- a/docs/en/reference/cli.md
+++ b/docs/en/reference/cli.md
@@ -16,7 +16,7 @@ description: >
 |              | `--log-level`              | Specify the minimum level logged. Allowed: 'DEBUG', 'INFO', 'WARN', 'ERROR'.                                                                                                     | `info`      |
 |              | `--logging-format`         | Specify logging format to use. Allowed: 'standard' or 'JSON'.                                                                                                                    | `standard`  |
 | `-p`         | `--port`                   | Port the server will listen on.                                                                                                                                                  | `5000`      |
-|              | `--prebuilt`               | Use a prebuilt tool configuration by source type. See [Prebuilt Tools Reference](prebuilt-tools.md) for allowed values.                                                          |             |
+|              | `--prebuilt`               | Use one or more 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')                                                                    |             |
@@ -51,6 +51,11 @@ description: >

 # Server with prebuilt + custom tools configurations
 ./toolbox --tools-file tools.yaml --prebuilt alloydb-postgres
+
+# Server with multiple prebuilt tools configurations
+./toolbox --prebuilt alloydb-postgres,alloydb-postgres-admin
+# OR
+./toolbox --prebuilt alloydb-postgres --prebuilt alloydb-postgres-admin
 ```

 ### Tool Configuration Sources
@@ -71,7 +76,7 @@ The CLI supports multiple mutually exclusive ways to specify tool configurations

 **Prebuilt Configurations:**

- `--prebuilt`: Use predefined configurations for specific database types (e.g.,
+- `--prebuilt`: Use one or more predefined configurations for specific database types (e.g.,
  'bigquery', 'postgres', 'spanner'). See [Prebuilt Tools
  Reference](prebuilt-tools.md) for allowed values.

--- a/docs/en/reference/prebuilt-tools.md
+++ b/docs/en/reference/prebuilt-tools.md
@@ -16,6 +16,9 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
 {{< notice tip >}}
 You can now use `--prebuilt` along `--tools-file`, `--tools-files`, or
 `--tools-folder` to combine prebuilt configs with custom tools.
+
+You can also combine multiple prebuilt configs.
+
 See [Usage Examples](../reference/cli.md#examples).
 {{< /notice >}}

@@ -374,10 +377,10 @@ See [Usage Examples](../reference/cli.md#examples).
        entries.
    *   **Dataplex Editor** (`roles/dataplex.editor`) to modify entries.
 *   **Tools:**
-    *   `dataplex_search_entries`: Searches for entries in Dataplex Catalog.
-    *   `dataplex_lookup_entry`: Retrieves a specific entry from Dataplex
+    *   `search_entries`: Searches for entries in Dataplex Catalog.
+    *   `lookup_entry`: Retrieves a specific entry from Dataplex
        Catalog.
-    *   `dataplex_search_aspect_types`: Finds aspect types relevant to the
+    *   `search_aspect_types`: Finds aspect types relevant to the
        query.

 ## Firestore
--- a/docs/en/resources/embeddingModels/_index.md
+++ b/docs/en/resources/embeddingModels/_index.md
@@ -3,13 +3,14 @@ title: "EmbeddingModels"
 type: docs
 weight: 2
 description: >
-  EmbeddingModels represent services that transform text into vector embeddings for semantic search.
+  EmbeddingModels represent services that transform text into vector embeddings
+  for semantic search.
 ---

 EmbeddingModels represent services that generate vector representations of text
-data. In the MCP Toolbox, these models enable **Semantic Queries**,
-allowing [Tools](../tools/) to automatically convert human-readable text into
-numerical vectors before using them in a query.
+data. In the MCP Toolbox, these models enable **Semantic Queries**, allowing
+[Tools](../tools/) to automatically convert human-readable text into numerical
+vectors before using them in a query.

 This is primarily used in two scenarios:

@@ -19,14 +20,33 @@ This is primarily used in two scenarios:
 - **Semantic Search**: Converting a natural language query into a vector to
  perform similarity searches.

+## Hidden Parameter Duplication (valueFromParam)
+
+When building tools for vector ingestion, you often need the same input string
+twice:
+
+1. To store the original text in a TEXT column.
+1. To generate the vector embedding for a VECTOR column.
+
+Requesting an Agent (LLM) to output the exact same string twice is inefficient
+and error-prone. The `valueFromParam` field solves this by allowing a parameter
+to inherit its value from another parameter in the same tool.
+
+### Key Behaviors
+
+1. Hidden from Manifest: Parameters with valueFromParam set are excluded from
+   the tool definition sent to the Agent. The Agent does not know this parameter
+   exists.
+1. Auto-Filled: When the tool is executed, the Toolbox automatically copies the
+   value from the referenced parameter before processing embeddings.
+
 ## Example

 The following configuration defines an embedding model and applies it to
 specific tool parameters.

-{{< notice tip >}}
-Use environment variable replacement with the format ${ENV_NAME}
-instead of hardcoding your API keys into the configuration file.
+{{< notice tip >}} Use environment variable replacement with the format
+${ENV_NAME} instead of hardcoding your API keys into the configuration file.
 {{< /notice >}}

 ### Step 1 - Define an Embedding Model
@@ -40,14 +60,12 @@ embeddingModels:
    model: gemini-embedding-001
    apiKey: ${GOOGLE_API_KEY}
    dimension: 768
-
 ```

 ### Step 2 - Embed Tool Parameters

 Use the defined embedding model, embed your query parameters using the
-`embeddedBy` field. Only string-typed
-parameters can be embedded:
+`embeddedBy` field. Only string-typed parameters can be embedded:

 ```yaml
 tools:
@@ -61,10 +79,13 @@ tools:
    parameters:
      - name: content
        type: string
+        description: The raw text content to be stored in the database.
      - name: vector_string
        type: string
-        description: The text to be vectorized and stored.
-        embeddedBy: gemini-model # refers to the name of a defined embedding model
+        # This parameter is hidden from the LLM.
+        # It automatically copies the value from 'content' and embeds it.
+        valueFromParam: content
+        embeddedBy: gemini-model

  # Semantic search tool
  search_embedding:
--- a/docs/en/resources/sources/dgraph.md
+++ b/docs/en/resources/sources/dgraph.md
@@ -7,6 +7,17 @@ description: >

 ---

+{{< notice note >}}
+**⚠️ Best Effort Maintenance**
+
+This integration is maintained on a best-effort basis by the project
+team/community. While we strive to address issues and provide workarounds when
+resources are available, there are no guaranteed response times or code fixes.
+
+The automated integration tests for this module are currently non-functional or
+failing.
+{{< /notice >}}
+
 ## About

 [Dgraph][dgraph-docs] is an open-source graph database. It is designed for
--- a/docs/en/resources/tools/dgraph/dgraph-dql.md
+++ b/docs/en/resources/tools/dgraph/dgraph-dql.md
@@ -9,6 +9,17 @@ aliases:
 - /resources/tools/dgraph-dql
 ---

+{{< notice note >}}
+**⚠️ Best Effort Maintenance**
+
+This integration is maintained on a best-effort basis by the project
+team/community. While we strive to address issues and provide workarounds when
+resources are available, there are no guaranteed response times or code fixes.
+
+The automated integration tests for this module are currently non-functional or
+failing.
+{{< /notice >}}
+
 ## About

 A `dgraph-dql` tool executes a pre-defined DQL statement against a Dgraph
--- 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 = \"0.26.0\" # 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="0.26.0"
    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 = \"0.26.0\" # 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/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/$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/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/$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/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/$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/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/$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/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.26.0/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->

--- a/gemini-extension.json
+++ b/gemini-extension.json
@@ -1,6 +1,6 @@
 {
  "name": "mcp-toolbox-for-databases",
-  "version": "0.25.0",
+  "version": "0.26.0",
  "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
@@ -38,7 +38,7 @@ require (
 	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/looker-open-source/sdk-codegen/go v0.25.22
 	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
@@ -46,7 +46,6 @@ require (
 	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/testcontainers/testcontainers-go v0.40.0
 	github.com/thlib/go-timezone-local v0.0.7
 	github.com/trinodb/trino-go-client v0.330.0
 	github.com/valkey-io/valkey-go v1.0.68
@@ -64,6 +63,7 @@ require (
 	google.golang.org/api v0.256.0
 	google.golang.org/genai v1.37.0
 	google.golang.org/genproto v0.0.0-20251022142026-3a174f9686a8
+	google.golang.org/grpc v1.76.0
 	google.golang.org/protobuf v1.36.10
 	modernc.org/sqlite v1.40.0
 )
@@ -90,19 +90,16 @@ require (
 	cloud.google.com/go/iam v1.5.3 // indirect
 	cloud.google.com/go/monitoring v1.24.3 // indirect
 	cloud.google.com/go/trace v1.11.7 // indirect
-	dario.cat/mergo v1.0.2 // 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/Azure/go-ansiterm v0.0.0-20250102033503-faa5f7b0171c // 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/Microsoft/go-winio v0.6.2 // 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
@@ -128,29 +125,17 @@ require (
 	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/cenkalti/backoff/v4 v4.3.0 // indirect
 	github.com/cespare/xxhash/v2 v2.3.0 // indirect
 	github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443 // indirect
-	github.com/containerd/errdefs v1.0.0 // indirect
-	github.com/containerd/errdefs/pkg v0.3.0 // indirect
-	github.com/containerd/log v0.1.0 // indirect
-	github.com/containerd/platforms v0.2.1 // indirect
 	github.com/couchbase/gocbcore/v10 v10.8.1 // indirect
 	github.com/couchbase/gocbcoreps v0.1.4 // indirect
 	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/cpuguy83/dockercfg v0.3.2 // indirect
 	github.com/danieljoos/wincred v1.2.2 // indirect
-	github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc // indirect
 	github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f // indirect
-	github.com/distribution/reference v0.6.0 // indirect
-	github.com/docker/docker v28.5.1+incompatible // indirect
-	github.com/docker/go-connections v0.6.0 // indirect
-	github.com/docker/go-units v0.5.0 // indirect
 	github.com/dustin/go-humanize v1.0.1 // indirect
 	github.com/dvsekhvalnov/jose2go v1.7.0 // indirect
-	github.com/ebitengine/purego v0.8.4 // 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
@@ -159,7 +144,6 @@ require (
 	github.com/go-logfmt/logfmt v0.6.0 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
-	github.com/go-ole/go-ole v1.2.6 // indirect
 	github.com/go-playground/locales v0.14.1 // indirect
 	github.com/go-playground/universal-translator v0.18.1 // indirect
 	github.com/goccy/go-json v0.10.5 // indirect
@@ -195,47 +179,27 @@ require (
 	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/lufia/plan9stats v0.0.0-20211012122336-39d0f177ccd0 // indirect
-	github.com/magiconair/properties v1.8.10 // 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/moby/docker-image-spec v1.3.1 // indirect
-	github.com/moby/go-archive v0.1.0 // indirect
-	github.com/moby/patternmatcher v0.6.0 // indirect
-	github.com/moby/sys/sequential v0.6.0 // indirect
-	github.com/moby/sys/user v0.4.0 // indirect
-	github.com/moby/sys/userns v0.1.0 // indirect
-	github.com/moby/term v0.5.2 // 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/morikuni/aec v1.0.0 // 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/opencontainers/go-digest v1.0.0 // indirect
-	github.com/opencontainers/image-spec v1.1.1 // 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/pkg/errors v0.9.1 // indirect
 	github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10 // indirect
-	github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 // indirect
-	github.com/power-devops/perfstat v0.0.0-20210106213030-5aafc221ea8c // indirect
 	github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec // indirect
-	github.com/shirou/gopsutil/v4 v4.25.6 // 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/stretchr/testify v1.11.1 // indirect
-	github.com/tklauser/go-sysconf v0.3.12 // indirect
-	github.com/tklauser/numcpus v0.6.1 // indirect
 	github.com/xdg-go/pbkdf2 v1.0.0 // indirect
 	github.com/xdg-go/scram v1.1.2 // indirect
 	github.com/xdg-go/stringprep v1.0.4 // indirect
 	github.com/youmark/pkcs8 v0.0.0-20240726163527-a2c0da244d78 // indirect
-	github.com/yusufpapurcu/wmi v1.2.4 // indirect
 	github.com/zeebo/errs v1.4.0 // indirect
 	github.com/zeebo/xxh3 v1.0.2 // indirect
 	gitlab.com/nyarla/go-crypt v0.0.0-20160106005555-d9a5dc2b789b // indirect
@@ -266,10 +230,8 @@ require (
 	golang.org/x/xerrors v0.0.0-20240903120638-7835f813f4da // indirect
 	google.golang.org/genproto/googleapis/api v0.0.0-20251111163417-95abcf5c77ba // indirect
 	google.golang.org/genproto/googleapis/rpc v0.0.0-20251103181224-f26f9409b101 // indirect
-	google.golang.org/grpc v1.76.0 // indirect
 	gopkg.in/inf.v0 v0.9.1 // indirect
 	gopkg.in/ini.v1 v1.67.0 // indirect
-	gopkg.in/yaml.v3 v3.0.1 // indirect
 	modernc.org/libc v1.66.10 // indirect
 	modernc.org/mathutil v1.7.1 // indirect
 	modernc.org/memory v1.11.0 // indirect
--- a/go.sum
+++ b/go.sum
@@ -647,8 +647,6 @@ github.com/99designs/go-keychain v0.0.0-20191008050251-8e49817e8af4 h1:/vQbFIOMb
 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/AdaLogics/go-fuzz-headers v0.0.0-20240806141605-e8a1dd7889d6 h1:He8afgbRMd7mFxO99hRNu+6tazq8nFF9lIwo9JFroBk=
-github.com/AdaLogics/go-fuzz-headers v0.0.0-20240806141605-e8a1dd7889d6/go.mod h1:8o94RPi1/7XTJvwPpRSzSUedZrtlirdB3r9Z20bi2f8=
 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=
@@ -802,14 +800,6 @@ github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443 h1:aQ3y1lwWyqYPiWZThqv
 github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
 github.com/containerd/continuity v0.4.5 h1:ZRoN1sXq9u7V6QoHMcVWGhOwDFqZ4B9i5H6un1Wh0x4=
 github.com/containerd/continuity v0.4.5/go.mod h1:/lNJvtJKUQStBzpVQ1+rasXO1LAWtUQssk28EZvJ3nE=
-github.com/containerd/errdefs v1.0.0 h1:tg5yIfIlQIrxYtu9ajqY42W3lpS19XqdxRQeEwYG8PI=
-github.com/containerd/errdefs v1.0.0/go.mod h1:+YBYIdtsnF4Iw6nWZhJcqGSg/dwvV7tyJ/kCkyJ2k+M=
-github.com/containerd/errdefs/pkg v0.3.0 h1:9IKJ06FvyNlexW690DXuQNx2KA2cUJXx151Xdx3ZPPE=
-github.com/containerd/errdefs/pkg v0.3.0/go.mod h1:NJw6s9HwNuRhnjJhM7pylWwMyAkmCQvQ4GpJHEqRLVk=
-github.com/containerd/log v0.1.0 h1:TCJt7ioM2cr/tfR8GPbGf9/VRAX8D2B4PjzCpfX540I=
-github.com/containerd/log v0.1.0/go.mod h1:VRRf09a7mHDIRezVKTRCrOq78v577GXq3bSa3EhrzVo=
-github.com/containerd/platforms v0.2.1 h1:zvwtM3rz2YHPQsF2CHYM8+KtB5dvhISiXh5ZpSBQv6A=
-github.com/containerd/platforms v0.2.1/go.mod h1:XHCb+2/hzowdiut9rkudds9bE5yJ7npe7dG/wG+uFPw=
 github.com/couchbase/gocb/v2 v2.11.1 h1:xWDco7Qk/XSvGUjbUWRaXi0V35nsMijJnm4vHXN/rqY=
 github.com/couchbase/gocb/v2 v2.11.1/go.mod h1:aSh1Cmd1sPRpYyiBD5iWPehPWaTVF/oYhrtOAITWb/4=
 github.com/couchbase/gocbcore/v10 v10.8.1 h1:i4SnH0DH9APGC4GS2vS2m+3u08V7oJwviamOXdgAZOQ=
@@ -826,12 +816,8 @@ github.com/couchbaselabs/gocaves/client v0.0.0-20250107114554-f96479220ae8 h1:MQ
 github.com/couchbaselabs/gocaves/client v0.0.0-20250107114554-f96479220ae8/go.mod h1:AVekAZwIY2stsJOMWLAS/0uA/+qdp7pjO8EHnl61QkY=
 github.com/couchbaselabs/gocbconnstr/v2 v2.0.0 h1:HU9DlAYYWR69jQnLN6cpg0fh0hxW/8d5hnglCXXjW78=
 github.com/couchbaselabs/gocbconnstr/v2 v2.0.0/go.mod h1:o7T431UOfFVHDNvMBUmUxpHnhivwv7BziUao/nMl81E=
-github.com/cpuguy83/dockercfg v0.3.2 h1:DlJTyZGBDlXqUZ2Dk2Q3xHs/FtnooJJVaad2S9GKorA=
-github.com/cpuguy83/dockercfg v0.3.2/go.mod h1:sugsbF4//dDlL/i+S+rtpIWp+5h0BHJHfjj5/jFyUJc=
 github.com/cpuguy83/go-md2man/v2 v2.0.6/go.mod h1:oOW0eioCTA6cOiMLiUPZOpcVxMig6NIQQ7OS05n1F4g=
 github.com/creack/pty v1.1.9/go.mod h1:oKZEueFk5CKHvIhNR5MUki03XCEU+Q6VDXinZuGJ33E=
-github.com/creack/pty v1.1.18 h1:n56/Zwd5o6whRC5PMGretI4IdRLlmBXYNjScPaBgsbY=
-github.com/creack/pty v1.1.18/go.mod h1:MOBLtS5ELjhRRrroQr9kyvTxUAFNvYEK993ew/Vr4O4=
 github.com/danieljoos/wincred v1.2.2 h1:774zMFJrqaeYCK2W57BgAem/MLi6mtSE47MB6BOJ0i0=
 github.com/danieljoos/wincred v1.2.2/go.mod h1:w7w4Utbrz8lqeMbDAK0lkNJUv5sAOkFi7nd/ogr0Uh8=
 github.com/davecgh/go-spew v1.1.0/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
@@ -840,12 +826,10 @@ github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f h1:lO4WD4F/rVNCu3HqELle0jiPLLBs70cWOduZpkS1E78=
 github.com/dgryski/go-rendezvous v0.0.0-20200823014737-9f7001d12a5f/go.mod h1:cuUVRXasLTGF7a8hSLbxyZXjz+1KgoB3wDUb6vlszIc=
-github.com/distribution/reference v0.6.0 h1:0IXCQ5g4/QMHHkarYzh5l+u8T3t73zM5QvfrDyIgxBk=
-github.com/distribution/reference v0.6.0/go.mod h1:BbU0aIcezP1/5jX/8MP0YiH4SdvB5Y4f/wlDRiLyi3E=
 github.com/docker/cli v28.4.0+incompatible h1:RBcf3Kjw2pMtwui5V0DIMdyeab8glEw5QY0UUU4C9kY=
 github.com/docker/cli v28.4.0+incompatible/go.mod h1:JLrzqnKDaYBop7H2jaqPtU4hHvMKP+vjCwu2uszcLI8=
-github.com/docker/docker v28.5.1+incompatible h1:Bm8DchhSD2J6PsFzxC35TZo4TLGR2PdW/E69rU45NhM=
-github.com/docker/docker v28.5.1+incompatible/go.mod h1:eEKB0N0r5NX/I1kEveEz05bcu8tLC/8azJZsviup8Sk=
+github.com/docker/docker v28.4.0+incompatible h1:KVC7bz5zJY/4AZe/78BIvCnPsLaC9T/zh72xnlrTTOk=
+github.com/docker/docker v28.4.0+incompatible/go.mod h1:eEKB0N0r5NX/I1kEveEz05bcu8tLC/8azJZsviup8Sk=
 github.com/docker/go-connections v0.6.0 h1:LlMG9azAe1TqfR7sO+NJttz1gy6KO7VJBh+pMmjSD94=
 github.com/docker/go-connections v0.6.0/go.mod h1:AahvXYshr6JgfUJGdDCs2b5EZG/vmaMAntpSFH5BFKE=
 github.com/docker/go-units v0.5.0 h1:69rxXcBk27SvSaaxTtLh/8llcHD8vYHT7WSdRZ/jvr4=
@@ -856,8 +840,6 @@ github.com/dustin/go-humanize v1.0.1 h1:GzkhY7T5VNhEkwH0PVJgjz+fX1rhBrR7pRT3mDkp
 github.com/dustin/go-humanize v1.0.1/go.mod h1:Mu1zIs6XwVuF/gI1OepvI0qD18qycQx+mFykh5fBlto=
 github.com/dvsekhvalnov/jose2go v1.7.0 h1:bnQc8+GMnidJZA8zc6lLEAb4xNrIqHwO+9TzqvtQZPo=
 github.com/dvsekhvalnov/jose2go v1.7.0/go.mod h1:QsHjhyTlD/lAVqn/NSbVZmSCGeDehTB/mPZadG+mhXU=
-github.com/ebitengine/purego v0.8.4 h1:CF7LEKg5FFOsASUj0+QwaXf8Ht6TlFxg09+S9wz0omw=
-github.com/ebitengine/purego v0.8.4/go.mod h1:iIjxzd6CiRiOG0UyXP+V1+jWqUXVjPKLAI0mRfJZTmQ=
 github.com/elastic/elastic-transport-go/v8 v8.8.0 h1:7k1Ua+qluFr6p1jfJjGDl97ssJS/P7cHNInzfxgBQAo=
 github.com/elastic/elastic-transport-go/v8 v8.8.0/go.mod h1:YLHer5cj0csTzNFXoNQ8qhtGY1GTvSqPnKWKaqQE3Hk=
 github.com/elastic/go-elasticsearch/v9 v9.2.0 h1:COeL/g20+ixnUbffe4Wfbu88emrHjAq/LhVfmrjqRQs=
@@ -931,8 +913,6 @@ github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
 github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
 github.com/go-logr/stdr v1.2.2 h1:hSWxHoqTgW2S2qGc0LTAI563KZ5YKYRhT3MFKZMbjag=
 github.com/go-logr/stdr v1.2.2/go.mod h1:mMo/vtBO5dYbehREoey6XUKy/eSumjCCveDpRre4VKE=
-github.com/go-ole/go-ole v1.2.6 h1:/Fpf6oFPoeFik9ty7siob0G6Ke8QvQEuVcuChpwXzpY=
-github.com/go-ole/go-ole v1.2.6/go.mod h1:pprOEPIfldk/42T2oK7lQ4v4JSDwmV0As9GaiUsvbm0=
 github.com/go-pdf/fpdf v0.5.0/go.mod h1:HzcnA+A23uwogo0tp9yU+l3V+KXhiESpt1PMayhOh5M=
 github.com/go-pdf/fpdf v0.6.0/go.mod h1:HzcnA+A23uwogo0tp9yU+l3V+KXhiESpt1PMayhOh5M=
 github.com/go-playground/assert/v2 v2.2.0 h1:JvknZsQTYeFEAhQwI4qEt9cyV5ONwRHC+lYKSsYSR8s=
@@ -1192,15 +1172,11 @@ github.com/leodido/go-urn v1.4.0 h1:WT9HwE9SGECu3lg4d/dIA+jxlljEa1/ffXKmRjqdmIQ=
 github.com/leodido/go-urn v1.4.0/go.mod h1:bvxc+MVxLKB4z00jd1z+Dvzr47oO32F/QSNjSBOlFxI=
 github.com/lib/pq v1.10.9 h1:YXG7RB+JIjhP29X+OtkiDnYaXQwpS4JEWq7dtCCRUEw=
 github.com/lib/pq v1.10.9/go.mod h1:AlVN5x4E4T544tWzH6hKfbfQvm3HdbOxrmggDNAPY9o=
-github.com/looker-open-source/sdk-codegen/go v0.25.21 h1:nlZ1nz22SKluBNkzplrMHBPEVgJO3zVLF6aAws1rrRA=
-github.com/looker-open-source/sdk-codegen/go v0.25.21/go.mod h1:Br1ntSiruDJ/4nYNjpYyWyCbqJ7+GQceWbIgn0hYims=
-github.com/lufia/plan9stats v0.0.0-20211012122336-39d0f177ccd0 h1:6E+4a0GO5zZEnZ81pIr0yLvtUWk2if982qA3F3QD6H4=
-github.com/lufia/plan9stats v0.0.0-20211012122336-39d0f177ccd0/go.mod h1:zJYVVT2jmtg6P3p1VtQj7WsuWi/y4VnjVBn7F8KPB3I=
+github.com/looker-open-source/sdk-codegen/go v0.25.22 h1:DGYt1v2R2uE/m71sWAvgxsJnDLM9B7C40N5/CTDlE2A=
+github.com/looker-open-source/sdk-codegen/go v0.25.22/go.mod h1:Br1ntSiruDJ/4nYNjpYyWyCbqJ7+GQceWbIgn0hYims=
 github.com/lyft/protoc-gen-star v0.6.0/go.mod h1:TGAoBVkt8w7MPG72TrKIu85MIdXwDuzJYeZuUPFPNwA=
 github.com/lyft/protoc-gen-star v0.6.1/go.mod h1:TGAoBVkt8w7MPG72TrKIu85MIdXwDuzJYeZuUPFPNwA=
 github.com/lyft/protoc-gen-star/v2 v2.0.1/go.mod h1:RcCdONR2ScXaYnQC5tUzxzlpA3WVYF7/opLeUgcQs/o=
-github.com/magiconair/properties v1.8.10 h1:s31yESBquKXCV9a/ScB3ESkOjUYYv+X0rg8SYxI99mE=
-github.com/magiconair/properties v1.8.10/go.mod h1:Dhd985XPs7jluiymwWYZ0G4Z61jb3vdS329zhj2hYo0=
 github.com/mattn/go-colorable v0.1.13 h1:fFA4WZxdEF4tXPZVKMLwD8oUnCTTo08duU7wxecdEvA=
 github.com/mattn/go-colorable v0.1.13/go.mod h1:7S9/ev0klgBDR4GtXTXX8a3vIGJpMovkB8vQcUbaXHg=
 github.com/mattn/go-isatty v0.0.12/go.mod h1:cbi8OIDigv2wuxKPP5vlRcQ1OAZbq2CE4Kysco4FUpU=
@@ -1218,18 +1194,8 @@ github.com/minio/c2goasm v0.0.0-20190812172519-36a3d3bbc4f3 h1:+n/aFZefKZp7spd8D
 github.com/minio/c2goasm v0.0.0-20190812172519-36a3d3bbc4f3/go.mod h1:RagcQ7I8IeTMnF8JTXieKnO4Z6JCsikNEzj0DwauVzE=
 github.com/moby/docker-image-spec v1.3.1 h1:jMKff3w6PgbfSa69GfNg+zN/XLhfXJGnEx3Nl2EsFP0=
 github.com/moby/docker-image-spec v1.3.1/go.mod h1:eKmb5VW8vQEh/BAr2yvVNvuiJuY6UIocYsFu/DxxRpo=
-github.com/moby/go-archive v0.1.0 h1:Kk/5rdW/g+H8NHdJW2gsXyZ7UnzvJNOy6VKJqueWdcQ=
-github.com/moby/go-archive v0.1.0/go.mod h1:G9B+YoujNohJmrIYFBpSd54GTUB4lt9S+xVQvsJyFuo=
-github.com/moby/patternmatcher v0.6.0 h1:GmP9lR19aU5GqSSFko+5pRqHi+Ohk1O69aFiKkVGiPk=
-github.com/moby/patternmatcher v0.6.0/go.mod h1:hDPoyOpDY7OrrMDLaYoY3hf52gNCR/YOUYxkhApJIxc=
-github.com/moby/sys/atomicwriter v0.1.0 h1:kw5D/EqkBwsBFi0ss9v1VG3wIkVhzGvLklJ+w3A14Sw=
-github.com/moby/sys/atomicwriter v0.1.0/go.mod h1:Ul8oqv2ZMNHOceF643P6FKPXeCmYtlQMvpizfsSoaWs=
-github.com/moby/sys/sequential v0.6.0 h1:qrx7XFUd/5DxtqcoH1h438hF5TmOvzC/lspjy7zgvCU=
-github.com/moby/sys/sequential v0.6.0/go.mod h1:uyv8EUTrca5PnDsdMGXhZe6CCe8U/UiTWd+lL+7b/Ko=
 github.com/moby/sys/user v0.4.0 h1:jhcMKit7SA80hivmFJcbB1vqmw//wU61Zdui2eQXuMs=
 github.com/moby/sys/user v0.4.0/go.mod h1:bG+tYYYJgaMtRKgEmuueC0hJEAZWwtIbZTB+85uoHjs=
-github.com/moby/sys/userns v0.1.0 h1:tVLXkFOxVu9A64/yh59slHVv9ahO9UIev4JZusOLG/g=
-github.com/moby/sys/userns v0.1.0/go.mod h1:IHUYgu/kao6N8YZlp9Cf444ySSvCmDlmzUcYfDHOl28=
 github.com/moby/term v0.5.2 h1:6qk3FJAFDs6i/q3W/pQ97SX192qKfZgGjCQqfCJkgzQ=
 github.com/moby/term v0.5.2/go.mod h1:d3djjFCrjnB+fl8NJux+EJzu0msscUP+f8it8hPkFLc=
 github.com/modern-go/concurrent v0.0.0-20180228061459-e0a39a4cb421/go.mod h1:6dJC0mAP4ikYIbvyc7fijjWJddQyLn8Ig3JB5CqoB9Q=
@@ -1240,8 +1206,6 @@ 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=
 github.com/montanaflynn/stats v0.7.1 h1:etflOAAHORrCC44V+aR6Ftzort912ZU+YLiSTuV8eaE=
 github.com/montanaflynn/stats v0.7.1/go.mod h1:etXPPgVO6n31NxCd9KQUMvCM+ve0ruNzt6R8Bnaayow=
-github.com/morikuni/aec v1.0.0 h1:nP9CBfwrvYnBRgY6qfDQkygYDmYwOilePFkwzv4dU8A=
-github.com/morikuni/aec v1.0.0/go.mod h1:BbKIizmSmc5MMPqRYbxO4ZU0S0+P200+tUnFx7PXmsc=
 github.com/mtibben/percent v0.2.1 h1:5gssi8Nqo8QU/r2pynCm+hBQHpkB/uNK7BJCFogWdzs=
 github.com/mtibben/percent v0.2.1/go.mod h1:KG9uO+SZkUp+VkRHsCdYQV3XSZrrSpR3O9ibNBTZrns=
 github.com/nakagami/chacha20 v0.1.0 h1:2fbf5KeVUw7oRpAe6/A7DqvBJLYYu0ka5WstFbnkEVo=
@@ -1290,8 +1254,6 @@ github.com/planetscale/vtprotobuf v0.6.1-0.20240319094008-0393e58bdf10/go.mod h1
 github.com/pmezard/go-difflib v1.0.0/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 h1:Jamvg5psRIccs7FGNTlIRMkT8wgtp5eCXdBlqhYGL6U=
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
-github.com/power-devops/perfstat v0.0.0-20210106213030-5aafc221ea8c h1:ncq/mPwQF4JjgDlrVEn3C11VoGHZN7m8qihwgMEtzYw=
-github.com/power-devops/perfstat v0.0.0-20210106213030-5aafc221ea8c/go.mod h1:OmDBASR4679mdNQnz2pUhc2G8CO2JrUAVFDRBDP/hJE=
 github.com/prometheus/client_model v0.0.0-20190812154241-14fe0d1b01d4/go.mod h1:xMI15A0UPsDsEKsMN9yxemIoYk6Tm2C1GtYGdfGttqA=
 github.com/prometheus/client_model v0.2.0/go.mod h1:xMI15A0UPsDsEKsMN9yxemIoYk6Tm2C1GtYGdfGttqA=
 github.com/prometheus/client_model v0.3.0/go.mod h1:LDGWKZIo7rky3hgvBe+caln+Dr3dPggB5dvjtD7w9+w=
@@ -1313,8 +1275,6 @@ github.com/ruudk/golang-pdf417 v0.0.0-20181029194003-1af4ab5afa58/go.mod h1:6lfF
 github.com/ruudk/golang-pdf417 v0.0.0-20201230142125-a7e3863a1245/go.mod h1:pQAZKsJ8yyVxGRWYNEm9oFB8ieLgKFnamEyDmSA0BRk=
 github.com/segmentio/asm v1.2.0 h1:9BQrFxC+YOHJlTlHGkTrFWf59nbL3XnCoFLTwDCI7ys=
 github.com/segmentio/asm v1.2.0/go.mod h1:BqMnlJP91P8d+4ibuonYZw9mfnzI9HfxselHZr5aAcs=
-github.com/shirou/gopsutil/v4 v4.25.6 h1:kLysI2JsKorfaFPcYmcJqbzROzsBWEOAtw6A7dIfqXs=
-github.com/shirou/gopsutil/v4 v4.25.6/go.mod h1:PfybzyydfZcN+JMMjkF6Zb8Mq1A/VcogFFg7hj50W9c=
 github.com/shopspring/decimal v1.4.0 h1:bxl37RwXBklmTi0C79JfXCEBD1cqqHt0bbgBAGFp81k=
 github.com/shopspring/decimal v1.4.0/go.mod h1:gawqmDU56v4yIKSwfBSFip1HdCCXN8/+DMd9qYNcwME=
 github.com/sijms/go-ora/v2 v2.9.0 h1:+iQbUeTeCOFMb5BsOMgUhV8KWyrv9yjKpcK4x7+MFrg=
@@ -1352,15 +1312,9 @@ github.com/stretchr/testify v1.8.1/go.mod h1:w2LPCIKwWwSfY2zedu0+kehJoqGctiVI29o
 github.com/stretchr/testify v1.8.3/go.mod h1:sz/lmYIOXD/1dqDmKjjqLyZ2RngseejIcXlSw2iwfAo=
 github.com/stretchr/testify v1.11.1 h1:7s2iGBzp5EwR7/aIZr8ao5+dra3wiQyKjjFuvgVKu7U=
 github.com/stretchr/testify v1.11.1/go.mod h1:wZwfW3scLgRK+23gO65QZefKpKQRnfz6sD981Nm4B6U=
-github.com/testcontainers/testcontainers-go v0.40.0 h1:pSdJYLOVgLE8YdUY2FHQ1Fxu+aMnb6JfVz1mxk7OeMU=
-github.com/testcontainers/testcontainers-go v0.40.0/go.mod h1:FSXV5KQtX2HAMlm7U3APNyLkkap35zNLxukw9oBi/MY=
 github.com/thlib/go-timezone-local v0.0.7 h1:fX8zd3aJydqLlTs/TrROrIIdztzsdFV23OzOQx31jII=
 github.com/thlib/go-timezone-local v0.0.7/go.mod h1:/Tnicc6m/lsJE0irFMA0LfIwTBo4QP7A8IfyIv4zZKI=
 github.com/tidwall/pretty v1.0.0/go.mod h1:XNkn88O1ChpSDQmQeStsy+sBenx6DDtFZJxhVysOjyk=
-github.com/tklauser/go-sysconf v0.3.12 h1:0QaGUFOdQaIVdPgfITYzaTegZvdCjmYO52cSFAEVmqU=
-github.com/tklauser/go-sysconf v0.3.12/go.mod h1:Ho14jnntGE1fpdOqQEEaiKRpvIavV0hSfmBq8nJbHYI=
-github.com/tklauser/numcpus v0.6.1 h1:ng9scYS7az0Bk4OZLvrNXNSAO2Pxr1XXRAPyjhIx+Fk=
-github.com/tklauser/numcpus v0.6.1/go.mod h1:1XfjsgE2zo8GVw7POkMbHENHzVg3GzmoZ9fESEdAacY=
 github.com/trinodb/trino-go-client v0.330.0 h1:TBbHjFBuRjYbGtkNyRAJfzLOcwvz8ECihtMtxSzXqOc=
 github.com/trinodb/trino-go-client v0.330.0/go.mod h1:BXj9QNy6pA4Gn8eIu9dVdRhetABCjFAOZ6xxsVsOZJE=
 github.com/valkey-io/valkey-go v1.0.68 h1:bTbfonp49b41DqrF30q+y2JL3gcbjd2IiacFAtO4JBA=
@@ -1393,8 +1347,6 @@ github.com/yuin/goldmark v1.2.1/go.mod h1:3hX8gzYuyVAZsxl0MRgGTJEmQBFcNTphYh9dec
 github.com/yuin/goldmark v1.3.5/go.mod h1:mwnBkeHKe2W/ZEtQ+71ViKU8L12m81fl3OWwC1Zlc8k=
 github.com/yuin/goldmark v1.4.1/go.mod h1:mwnBkeHKe2W/ZEtQ+71ViKU8L12m81fl3OWwC1Zlc8k=
 github.com/yuin/goldmark v1.4.13/go.mod h1:6yULJ656Px+3vBD8DxQVa3kxgyrAnzto9xy5taEt/CY=
-github.com/yusufpapurcu/wmi v1.2.4 h1:zFUKzehAFReQwLys1b/iSMl+JQGSCSjtVqQn9bBrPo0=
-github.com/yusufpapurcu/wmi v1.2.4/go.mod h1:SBZ9tNy3G9/m5Oi98Zks0QjeHVDvuK0qfxQmPyzfmi0=
 github.com/zeebo/assert v1.3.0 h1:g7C04CbJuIDKNPFHmsk4hwZDO5O+kntRxzaUoNXj+IQ=
 github.com/zeebo/assert v1.3.0/go.mod h1:Pq9JiuJQpG8JLJdtkwrJESF0Foym2/D9XMU5ciN/wJ0=
 github.com/zeebo/errs v1.4.0 h1:XNdoD/RRMKP7HD0UhJnIzUy74ISdGGxURlYG8HSWSfM=
@@ -1675,7 +1627,6 @@ golang.org/x/sys v0.0.0-20190507160741-ecd444e8653b/go.mod h1:h1NjWce9XRLGQEsW7w
 golang.org/x/sys v0.0.0-20190606165138-5da285871e9c/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20190624142023-c5567b49c5d0/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20190726091711-fc99dfbffb4e/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
-golang.org/x/sys v0.0.0-20190916202348-b4ddaad3f8a3/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20191001151750-bb3f8db39f24/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20191204072324-ce4227a45e2e/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20191228213918-04cbcbbfeed8/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
@@ -1697,7 +1648,6 @@ golang.org/x/sys v0.0.0-20200905004654-be1d3432aa8f/go.mod h1:h1NjWce9XRLGQEsW7w
 golang.org/x/sys v0.0.0-20200930185726-fdedc70b468f/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20201119102817-f84b799fce68/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20201201145000-ef89a241ccb3/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
-golang.org/x/sys v0.0.0-20201204225414-ed752295db88/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20210104204734-6f8348627aad/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20210119212857-b64e53b001e4/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
 golang.org/x/sys v0.0.0-20210220050731-9a76102bfb43/go.mod h1:h1NjWce9XRLGQEsW7wpKNCjG9DtNlClVuFLEZdDNbEs=
@@ -1750,7 +1700,6 @@ golang.org/x/sys v0.5.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.6.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.7.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.8.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
-golang.org/x/sys v0.11.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.12.0/go.mod h1:oPkhp1MJrh7nUepCBck5+mAzfO9JrbApNNgaTdGDITg=
 golang.org/x/sys v0.17.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
 golang.org/x/sys v0.20.0/go.mod h1:/VUhepiaJMQUp4+oa/7Zr1D23ma6VTLIYjOOTFZPUcA=
@@ -2180,8 +2129,6 @@ gopkg.in/yaml.v3 v3.0.0-20200313102051-9f266ea9e77c/go.mod h1:K4uyk7z7BCEPqu6E+C
 gopkg.in/yaml.v3 v3.0.0-20210107192922-496545a6307b/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
 gopkg.in/yaml.v3 v3.0.1/go.mod h1:K4uyk7z7BCEPqu6E+C64Yfv1cQ7kz7rIZviUmN+EgEM=
-gotest.tools/v3 v3.5.2 h1:7koQfIKdy+I8UTetycgUqXWSDwpgv193Ka+qRsmBY8Q=
-gotest.tools/v3 v3.5.2/go.mod h1:LtdLGcnqToBH83WByAAi/wiwSFCArdFIUV/xxN4pcjA=
 honnef.co/go/tools v0.0.0-20190102054323-c2f93a96b099/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
 honnef.co/go/tools v0.0.0-20190106161140-3f1c8253044a/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
 honnef.co/go/tools v0.0.0-20190418001031-e561f6794a2a/go.mod h1:rf3lG4BRIbNafJWhAfAdb/ePZxsR/4RtNHQocxwk9r4=
--- a/internal/prebuiltconfigs/prebuiltconfigs_test.go
+++ b/internal/prebuiltconfigs/prebuiltconfigs_test.go
@@ -21,7 +21,6 @@ import (
 )

 var expectedToolSources = []string{
-	"alloydb-omni",
 	"alloydb-postgres-admin",
 	"alloydb-postgres-observability",
 	"alloydb-postgres",
@@ -100,7 +99,6 @@ func TestLoadPrebuiltToolYAMLs(t *testing.T) {
 }

 func TestGetPrebuiltTool(t *testing.T) {
-	alloydb_omni_config, _ := Get("alloydb-omni")
 	alloydb_admin_config, _ := Get("alloydb-postgres-admin")
 	alloydb_observability_config, _ := Get("alloydb-postgres-observability")
 	alloydb_config, _ := Get("alloydb-postgres")
@@ -131,9 +129,6 @@ func TestGetPrebuiltTool(t *testing.T) {
 	neo4jconfig, _ := Get("neo4j")
 	healthcare_config, _ := Get("cloud-healthcare")
 	snowflake_config, _ := Get("snowflake")
-	if len(alloydb_omni_config) <= 0 {
-		t.Fatalf("unexpected error: could not fetch alloydb omni prebuilt tools yaml")
-	}
 	if len(alloydb_admin_config) <= 0 {
 		t.Fatalf("unexpected error: could not fetch alloydb admin prebuilt tools yaml")
 	}
--- a/internal/prebuiltconfigs/tools/alloydb-omni.yaml
+++ b/internal/prebuiltconfigs/tools/alloydb-omni.yaml
@@ -1,277 +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:
-    alloydb-omni-source:
-        kind: postgres
-        host: ${ALLOYDB_OMNI_HOST:localhost}
-        port: ${ALLOYDB_OMNI_PORT:5432}
-        database: ${ALLOYDB_OMNI_DATABASE}
-        user: ${ALLOYDB_OMNI_USER}
-        password: ${ALLOYDB_OMNI_PASSWORD:}
-        queryParams: ${ALLOYDB_OMNI_QUERY_PARAMS:}
-
-tools:
-    execute_sql:
-        kind: postgres-execute-sql
-        source: alloydb-omni-source
-        description: Use this tool to execute sql.
-
-    list_tables:
-        kind: postgres-list-tables
-        source: alloydb-omni-source
-        description: "Lists detailed schema information (object type, columns, constraints, indexes, triggers, owner, comment) as JSON for user-created tables (ordinary or partitioned). Filters by a comma-separated list of names. If names are omitted, lists all tables in user schemas."
-
-    list_active_queries:
-        kind: postgres-list-active-queries
-        source: alloydb-omni-source
-        description: "List the top N (default 50) currently running queries (state='active') from pg_stat_activity, ordered by longest-running first. Returns pid, user, database, application_name, client_addr, state, wait_event_type/wait_event, backend/xact/query start times, computed query_duration, and the SQL text."
-
-    list_available_extensions:
-        kind: postgres-list-available-extensions
-        source: alloydb-omni-source
-        description: "Discover all PostgreSQL extensions available for installation on this server, returning name, default_version, and description."
-
-    list_installed_extensions:
-        kind: postgres-list-installed-extensions
-        source: alloydb-omni-source
-        description: "List all installed PostgreSQL extensions with their name, version, schema, owner, and description."
-
-    long_running_transactions:
-        kind: postgres-long-running-transactions
-        source: alloydb-omni-source
-
-    list_locks:
-        kind: postgres-list-locks
-        source: alloydb-omni-source
-
-    replication_stats:
-        kind: postgres-replication-stats
-        source: alloydb-omni-source
-
-    list_autovacuum_configurations:
-        kind: postgres-sql
-        source: alloydb-omni-source
-        description: "List PostgreSQL autovacuum-related configurations (name and current setting) from pg_settings."
-        statement: |
-            SELECT name,
-                setting
-            FROM   pg_settings
-            WHERE  category = 'Autovacuum';
-
-    list_columnar_configurations:
-        kind: postgres-sql
-        source: alloydb-omni-source
-        description: "List AlloyDB Omni columnar-related configurations (name and current setting) from pg_settings."
-        statement: |
-            SELECT name,
-                setting
-            FROM   pg_settings
-            WHERE  name like 'google_columnar_engine.%';
-
-    list_columnar_recommended_columns:
-        kind: postgres-sql
-        source: alloydb-omni-source
-        description: "List AlloyDB Omni columnar-related configurations (name and current setting) from pg_settings."
-        statement: select * from g_columnar_recommended_columns;
-
-    list_memory_configurations:
-        kind: postgres-sql
-        source: alloydb-omni-source
-        description: "List PostgreSQL memory-related configurations (name and current setting) from pg_settings."
-        statement: |
-            (
-                SELECT
-                name,
-                pg_size_pretty((setting::bigint * 1024)::bigint) setting
-                FROM pg_settings
-                WHERE name IN ('work_mem', 'maintenance_work_mem')
-            )
-            UNION ALL
-            (
-                SELECT
-                name,
-                pg_size_pretty((((setting::bigint) * 8) * 1024)::bigint)
-                FROM pg_settings
-                WHERE name IN ('shared_buffers', 'wal_buffers', 'effective_cache_size', 'temp_buffers')
-            )
-            ORDER BY 1 DESC;
-
-    list_top_bloated_tables:
-        kind: postgres-sql
-        source: alloydb-omni-source
-        description: |
-            List the top tables by dead-tuple (approximate bloat signal), returning schema, table, live/dead tuples, percentage, and last vacuum/analyze times.
-        statement: |
-            SELECT
-                schemaname AS schema_name,
-                relname AS relation_name,
-                n_live_tup AS live_tuples,
-                n_dead_tup AS dead_tuples,
-                TRUNC((n_dead_tup::NUMERIC / NULLIF(n_live_tup + n_dead_tup, 0)) * 100, 2) AS dead_tuple_percentage,
-                last_vacuum,
-                last_autovacuum,
-                last_analyze,
-                last_autoanalyze
-            FROM pg_stat_user_tables
-            ORDER BY n_dead_tup DESC
-            LIMIT COALESCE($1::int, 50);
-        parameters:
-            - name: limit
-              description: "The maximum number of results to return."
-              type: integer
-              default: 50
-
-    list_replication_slots:
-        kind: postgres-sql
-        source: alloydb-omni-source
-        description: "List key details for all PostgreSQL replication slots (e.g., type, database, active status) and calculates the size of the outstanding WAL that is being prevented from removal by the slot."
-        statement: |
-            SELECT
-            slot_name,
-            slot_type,
-            plugin,
-            database,
-            temporary,
-            active,
-            restart_lsn,
-            confirmed_flush_lsn,
-            xmin,
-            catalog_xmin,
-            pg_size_pretty(pg_wal_lsn_diff(pg_current_wal_lsn(), restart_lsn)) AS retained_wal
-            FROM pg_replication_slots;
-
-    list_invalid_indexes:
-        kind: postgres-sql
-        source: alloydb-omni-source
-        description: "Lists all invalid PostgreSQL indexes which are taking up disk space but are unusable by the query planner. Typically created by failed CREATE INDEX CONCURRENTLY operations."
-        statement: |
-            SELECT
-                nspname AS schema_name,
-                indexrelid::regclass AS index_name,
-                indrelid::regclass AS table_name,
-                pg_size_pretty(pg_total_relation_size(indexrelid)) AS index_size,
-                indisready,
-                indisvalid,
-                pg_get_indexdef(pg_class.oid) AS index_def
-            FROM pg_index
-            JOIN pg_class ON pg_class.oid = pg_index.indexrelid
-            JOIN pg_namespace ON pg_namespace.oid = pg_class.relnamespace
-            WHERE indisvalid = FALSE;
-
-    get_query_plan:
-        kind: postgres-sql
-        source: alloydb-omni-source
-        description: "Generate a PostgreSQL EXPLAIN plan in JSON format for a single SQL statement—without executing it. This returns the optimizer's estimated plan, costs, and rows (no ANALYZE, no extra options). Use in production safely for plan inspection, regression checks, and query tuning workflows."
-        statement: |
-            EXPLAIN (FORMAT JSON) {{.query}};
-        templateParameters:
-            - name: query
-              type: string
-              description: "The SQL statement for which you want to generate plan (omit the EXPLAIN keyword)."
-              required: true
-
-    list_views:
-        kind: postgres-list-views
-        source: alloydb-omni-source
-
-    list_schemas:
-        kind: postgres-list-schemas
-        source: alloydb-omni-source
-
-    list_indexes:
-        kind: postgres-list-indexes
-        source: alloydb-omni-source
-
-    list_sequences:
-        kind: postgres-list-sequences
-        source: alloydb-omni-source
-
-    database_overview:
-        kind: postgres-database-overview
-        source: alloydb-omni-source
-
-    list_triggers:
-        kind: postgres-list-triggers
-        source: alloydb-omni-source
-
-    list_query_stats:
-        kind: postgres-list-query-stats
-        source: alloydb-omni-source
-
-    get_column_cardinality:
-        kind: postgres-get-column-cardinality
-        source: alloydb-omni-source
-
-    list_table_stats:
-        kind: postgres-list-table-stats
-        source: alloydb-omni-source
-
-    list_publication_tables:
-        kind: postgres-list-publication-tables
-        source: alloydb-omni-source
-
-    list_tablespaces:
-        kind: postgres-list-tablespaces
-        source: alloydb-omni-source
-
-    list_pg_settings:
-        kind: postgres-list-pg-settings
-        source: alloydb-omni-source
-
-    list_database_stats:
-        kind: postgres-list-database-stats
-        source: alloydb-omni-source
-
-    list_roles:
-        kind: postgres-list-roles
-        source: alloydb-omni-source
-
-    list_stored_procedure:
-        kind: postgres-list-stored-procedure
-        source: alloydb-omni-source
-
-toolsets:
-    alloydb_omni_database_tools:
-        - execute_sql
-        - list_tables
-        - list_active_queries
-        - list_available_extensions
-        - list_installed_extensions
-        - list_autovacuum_configurations
-        - list_columnar_configurations
-        - list_columnar_recommended_columns
-        - list_memory_configurations
-        - list_top_bloated_tables
-        - list_replication_slots
-        - list_invalid_indexes
-        - get_query_plan
-        - list_views
-        - list_schemas
-        - database_overview
-        - list_triggers
-        - list_indexes
-        - list_sequences
-        - long_running_transactions
-        - list_locks
-        - replication_stats
-        - list_query_stats
-        - get_column_cardinality
-        - list_publication_tables
-        - list_tablespaces
-        - list_pg_settings
-        - list_database_stats
-        - list_roles
-        - list_table_stats
-        - list_stored_procedure
--- a/internal/server/config.go
+++ b/internal/server/config.go
@@ -16,6 +16,7 @@ package server
 import (
 	"context"
 	"fmt"
+	"regexp"
 	"strings"

 	yaml "github.com/goccy/go-yaml"
@@ -272,6 +273,10 @@ func (c *ToolConfigs) UnmarshalYAML(ctx context.Context, unmarshal func(interfac
 	}

 	for name, u := range raw {
+		err := NameValidation(name)
+		if err != nil {
+			return err
+		}
 		var v map[string]any
 		if err := u.Unmarshal(&v); err != nil {
 			return fmt.Errorf("unable to unmarshal %q: %w", name, err)
@@ -296,6 +301,43 @@ func (c *ToolConfigs) UnmarshalYAML(ctx context.Context, unmarshal func(interfac
 			return fmt.Errorf("invalid 'kind' field for tool %q (must be a string)", name)
 		}

+		// validify parameter references
+		if rawParams, ok := v["parameters"]; ok {
+			if paramsList, ok := rawParams.([]any); ok {
+				// Turn params into a map
+				validParamNames := make(map[string]bool)
+				for _, rawP := range paramsList {
+					if pMap, ok := rawP.(map[string]any); ok {
+						if pName, ok := pMap["name"].(string); ok && pName != "" {
+							validParamNames[pName] = true
+						}
+					}
+				}
+
+				// Validate references
+				for i, rawP := range paramsList {
+					pMap, ok := rawP.(map[string]any)
+					if !ok {
+						continue
+					}
+
+					pName, _ := pMap["name"].(string)
+					refName, _ := pMap["valueFromParam"].(string)
+
+					if refName != "" {
+						// Check if the referenced parameter exists
+						if !validParamNames[refName] {
+							return fmt.Errorf("tool %q config error: parameter %q (index %d) references '%q' in the 'valueFromParam' field, which is not a defined parameter", name, pName, i, refName)
+						}
+
+						// Check for self-reference
+						if refName == pName {
+							return fmt.Errorf("tool %q config error: parameter %q cannot copy value from itself", name, pName)
+						}
+					}
+				}
+			}
+		}
 		yamlDecoder, err := util.NewStrictDecoder(v)
 		if err != nil {
 			return fmt.Errorf("error creating YAML decoder for tool %q: %w", name, err)
@@ -395,3 +437,23 @@ func (c *PromptsetConfigs) UnmarshalYAML(ctx context.Context, unmarshal func(int
 	}
 	return nil
 }
+
+// Tools naming validation is added in the MCP v2025-11-25, but we'll be
+// implementing it across Toolbox
+// Tool names SHOULD be between 1 and 128 characters in length (inclusive).
+// Tool names SHOULD be considered case-sensitive.
+// The following SHOULD be the only allowed characters: uppercase and lowercase ASCII letters (A-Z, a-z), digits (0-9), underscore (_), hyphen (-), and dot (.)
+// Tool names SHOULD NOT contain spaces, commas, or other special characters.
+// Tool names SHOULD be unique within a server.
+func NameValidation(name string) error {
+	strLen := len(name)
+	if strLen < 1 || strLen > 128 {
+		return fmt.Errorf("resource name SHOULD be between 1 and 128 characters in length (inclusive)")
+	}
+	validChars := regexp.MustCompile("^[a-zA-Z0-9_.-]+$")
+	isValid := validChars.MatchString(name)
+	if !isValid {
+		return fmt.Errorf("invalid character for resource name; only uppercase and lowercase ASCII letters (A-Z, a-z), digits (0-9), underscore (_), hyphen (-), and dot (.) is allowed")
+	}
+	return nil
+}
--- a/internal/server/server_test.go
+++ b/internal/server/server_test.go
@@ -200,3 +200,62 @@ func TestUpdateServer(t *testing.T) {
 		t.Errorf("error updating server, promptset (-want +got):\n%s", diff)
 	}
 }
+
+func TestNameValidation(t *testing.T) {
+	testCases := []struct {
+		desc         string
+		resourceName string
+		errStr       string
+	}{
+		{
+			desc:         "names with 0 length",
+			resourceName: "",
+			errStr:       "resource name SHOULD be between 1 and 128 characters in length (inclusive)",
+		},
+		{
+			desc:         "names with allowed length",
+			resourceName: "foo",
+		},
+		{
+			desc:         "names with 128 length",
+			resourceName: strings.Repeat("a", 128),
+		},
+		{
+			desc:         "names with more than 128 length",
+			resourceName: strings.Repeat("a", 129),
+			errStr:       "resource name SHOULD be between 1 and 128 characters in length (inclusive)",
+		},
+		{
+			desc:         "names with space",
+			resourceName: "foo bar",
+			errStr:       "invalid character for resource name; only uppercase and lowercase ASCII letters (A-Z, a-z), digits (0-9), underscore (_), hyphen (-), and dot (.) is allowed",
+		},
+		{
+			desc:         "names with commas",
+			resourceName: "foo,bar",
+			errStr:       "invalid character for resource name; only uppercase and lowercase ASCII letters (A-Z, a-z), digits (0-9), underscore (_), hyphen (-), and dot (.) is allowed",
+		},
+		{
+			desc:         "names with other special character",
+			resourceName: "foo!",
+			errStr:       "invalid character for resource name; only uppercase and lowercase ASCII letters (A-Z, a-z), digits (0-9), underscore (_), hyphen (-), and dot (.) is allowed",
+		},
+		{
+			desc:         "names with allowed special character",
+			resourceName: "foo_.-bar6",
+		},
+	}
+	for _, tc := range testCases {
+		t.Run(tc.desc, func(t *testing.T) {
+			err := server.NameValidation(tc.resourceName)
+			if err != nil {
+				if tc.errStr != err.Error() {
+					t.Fatalf("unexpected error: %s", err)
+				}
+			}
+			if err == nil && tc.errStr != "" {
+				t.Fatalf("expect error: %s", tc.errStr)
+			}
+		})
+	}
+}
--- a/internal/sources/dataplex/dataplex.go
+++ b/internal/sources/dataplex/dataplex.go
@@ -26,7 +26,9 @@ import (
 	"github.com/googleapis/genai-toolbox/internal/util"
 	"go.opentelemetry.io/otel/trace"
 	"golang.org/x/oauth2/google"
+	"google.golang.org/api/iterator"
 	"google.golang.org/api/option"
+	grpcstatus "google.golang.org/grpc/status"
 )

 const SourceKind string = "dataplex"
@@ -173,9 +175,18 @@ func (s *Source) SearchAspectTypes(ctx context.Context, query string, pageSize i
 	var results []*dataplexpb.AspectType
 	for {
 		entry, err := it.Next()
-		if err != nil {
+
+		if err == iterator.Done {
 			break
 		}
+		if err != nil {
+			if st, ok := grpcstatus.FromError(err); ok {
+				errorCode := st.Code()
+				errorMessage := st.Message()
+				return nil, fmt.Errorf("failed to search aspect types with error code: %q message: %s", errorCode.String(), errorMessage)
+			}
+			return nil, fmt.Errorf("failed to search aspect types: %w", err)
+		}

 		// Create an instance of exponential backoff with default values for retrying GetAspectType calls
 		// InitialInterval, RandomizationFactor, Multiplier, MaxInterval = 500 ms, 0.5, 1.5, 60 s
@@ -214,9 +225,17 @@ func (s *Source) SearchEntries(ctx context.Context, query string, pageSize int,
 	var results []*dataplexpb.SearchEntriesResult
 	for {
 		entry, err := it.Next()
-		if err != nil {
+		if err == iterator.Done {
 			break
 		}
+		if err != nil {
+			if st, ok := grpcstatus.FromError(err); ok {
+				errorCode := st.Code()
+				errorMessage := st.Message()
+				return nil, fmt.Errorf("failed to search entries with error code: %q message: %s", errorCode.String(), errorMessage)
+			}
+			return nil, fmt.Errorf("failed to search entries: %w", err)
+		}
 		results = append(results, entry)
 	}
 	return results, nil
--- a/internal/util/parameters/parameters.go
+++ b/internal/util/parameters/parameters.go
@@ -134,7 +134,12 @@ func ParseParams(ps Parameters, data map[string]any, claimsMap map[string]map[st
 		var err error
 		paramAuthServices := p.GetAuthServices()
 		name := p.GetName()
-		if len(paramAuthServices) == 0 {
+
+		sourceParamName := p.GetValueFromParam()
+		if sourceParamName != "" {
+			v = data[sourceParamName]
+
+		} else if len(paramAuthServices) == 0 {
 			// parse non auth-required parameter
 			var ok bool
 			v, ok = data[name]
@@ -318,6 +323,7 @@ type Parameter interface {
 	GetRequired() bool
 	GetAuthServices() []ParamAuthService
 	GetEmbeddedBy() string
+	GetValueFromParam() string
 	Parse(any) (any, error)
 	Manifest() ParameterManifest
 	McpManifest() (ParameterMcpManifest, []string)
@@ -465,6 +471,9 @@ func ParseParameter(ctx context.Context, p map[string]any, paramType string) (Pa
 func (ps Parameters) Manifest() []ParameterManifest {
 	rtn := make([]ParameterManifest, 0, len(ps))
 	for _, p := range ps {
+		if p.GetValueFromParam() != "" {
+			continue
+		}
 		rtn = append(rtn, p.Manifest())
 	}
 	return rtn
@@ -476,6 +485,11 @@ func (ps Parameters) McpManifest() (McpToolsSchema, map[string][]string) {
 	authParam := make(map[string][]string)

 	for _, p := range ps {
+		// If the parameter is sourced from another param, skip it in the MCP manifest
+		if p.GetValueFromParam() != "" {
+			continue
+		}
+
 		name := p.GetName()
 		paramManifest, authParamList := p.McpManifest()
 		defaultV := p.GetDefault()
@@ -509,6 +523,7 @@ type ParameterManifest struct {
 	Default              any                `json:"default,omitempty"`
 	AdditionalProperties any                `json:"additionalProperties,omitempty"`
 	EmbeddedBy           string             `json:"embeddedBy,omitempty"`
+	ValueFromParam       string             `json:"valueFromParam,omitempty"`
 }

 // ParameterMcpManifest represents properties when served as part of a ToolMcpManifest.
@@ -531,6 +546,7 @@ type CommonParameter struct {
 	AuthServices   []ParamAuthService `yaml:"authServices"`
 	AuthSources    []ParamAuthService `yaml:"authSources"` // Deprecated: Kept for compatibility.
 	EmbeddedBy     string             `yaml:"embeddedBy"`
+	ValueFromParam string             `yaml:"valueFromParam"`
 }

 // GetName returns the name specified for the Parameter.
@@ -588,10 +604,16 @@ func (p *CommonParameter) IsExcludedValues(v any) bool {
 	return false
 }

+// GetEmbeddedBy returns the embedding model name for the Parameter.
 func (p *CommonParameter) GetEmbeddedBy() string {
 	return p.EmbeddedBy
 }

+// GetValueFromParam returns the param value to copy from.
+func (p *CommonParameter) GetValueFromParam() string {
+	return p.ValueFromParam
+}
+
 // MatchStringOrRegex checks if the input matches the target
 func MatchStringOrRegex(input, target any) bool {
 	targetS, ok := target.(string)
--- a/server.json
+++ b/server.json
@@ -2,7 +2,7 @@
    "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
    "name": "io.github.googleapis/genai-toolbox",
    "description": "MCP Toolbox for Databases enables your agent to connect to your database.",
-    "title": "MCP Toolbox",
+    "title": "MCP Toolbox for Databases",
    "websiteUrl": "https://github.com/googleapis/genai-toolbox",
    "icons": [
        {
@@ -14,11 +14,11 @@
        "url": "https://github.com/googleapis/genai-toolbox",
        "source": "github"
    },
-    "version": "0.25.0",
+    "version": "0.26.0",
    "packages": [
        {
            "registryType": "oci",
-            "identifier": "us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:0.25.0",
+            "identifier": "us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:0.26.0",
            "transport": {
                "type": "streamable-http",
                "url": "http://{host}:{port}/mcp"
--- a/tests/alloydbomni/alloydb_omni_integration_test.go
+++ b/tests/alloydbomni/alloydb_omni_integration_test.go
@@ -1,162 +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 alloydbomni
-
-import (
-	"context"
-	"fmt"
-	"net/url"
-	"os"
-	"regexp"
-	"testing"
-	"time"
-
-	"github.com/googleapis/genai-toolbox/internal/testutils"
-	"github.com/googleapis/genai-toolbox/tests"
-	"github.com/jackc/pgx/v5/pgxpool"
-	"github.com/testcontainers/testcontainers-go"
-	"github.com/testcontainers/testcontainers-go/wait"
-)
-
-var (
-	AlloyDBSourceKind = "alloydb-omni-source"
-	AlloyDBToolKind   = "postgres-sql"
-	AlloyDBUser       = "postgres"
-	AlloyDBPass       = "mysecretpassword"
-	AlloyDBDatabase   = "postgres"
-)
-
-// Copied over from postgres.go
-func initAlloyDBConnectionPool(host, port, user, pass, dbname string) (*pgxpool.Pool, error) {
-	// urlExample := "postgres:dd//username:password@localhost:5432/database_name"
-	url := &url.URL{
-		Scheme: "postgres",
-		User:   url.UserPassword(user, pass),
-		Host:   fmt.Sprintf("%s:%s", host, port),
-		Path:   dbname,
-	}
-	pool, err := pgxpool.New(context.Background(), url.String())
-	if err != nil {
-		return nil, fmt.Errorf("Unable to create connection pool: %w", err)
-	}
-
-	return pool, nil
-}
-
-func setupAlloyDBContainer(ctx context.Context, t *testing.T) (string, string, func()) {
-	t.Helper()
-
-	req := testcontainers.ContainerRequest{
-		Image:        "google/alloydbomni:16.9.0-ubi9", // Pinning version for stability
-		ExposedPorts: []string{"5432/tcp"},
-		Env: map[string]string{
-			"POSTGRES_PASSWORD": AlloyDBPass,
-		},
-		WaitingFor: wait.ForAll(
-			wait.ForLog("Post Startup: Successfully reinstalled extensions"),
-			wait.ForExposedPort(),
-		),
-	}
-
-	container, err := testcontainers.GenericContainer(ctx, testcontainers.GenericContainerRequest{
-		ContainerRequest: req,
-		Started:          true,
-	})
-	if err != nil {
-		t.Fatalf("failed to start alloydb container: %s", err)
-	}
-
-	cleanup := func() {
-		if err := container.Terminate(ctx); err != nil {
-			t.Fatalf("failed to terminate container: %s", err)
-		}
-	}
-
-	host, err := container.Host(ctx)
-	if err != nil {
-		cleanup()
-		t.Fatalf("failed to get container host: %s", err)
-	}
-
-	mappedPort, err := container.MappedPort(ctx, "5432")
-	if err != nil {
-		cleanup()
-		t.Fatalf("failed to get container mapped port: %s", err)
-	}
-
-	return host, mappedPort.Port(), cleanup
-}
-
-func TestAlloyDB(t *testing.T) {
-	ctx, cancel := context.WithTimeout(context.Background(), 5*time.Minute)
-	defer cancel()
-
-	AlloyDBHost, AlloyDBPort, containerCleanup := setupAlloyDBContainer(ctx, t)
-	defer containerCleanup()
-
-	os.Setenv("ALLOYDB_OMNI_HOST", AlloyDBHost)
-	os.Setenv("ALLOYDB_OMNI_PORT", AlloyDBPort)
-	os.Setenv("ALLOYDB_OMNI_USER", AlloyDBUser)
-	os.Setenv("ALLOYDB_OMNI_PASSWORD", AlloyDBPass)
-	os.Setenv("ALLOYDB_OMNI_DATABASE", AlloyDBDatabase)
-
-	args := []string{"--prebuilt", "alloydb-omni"}
-
-	pool, err := initAlloyDBConnectionPool(AlloyDBHost, AlloyDBPort, AlloyDBUser, AlloyDBPass, AlloyDBDatabase)
-	if err != nil {
-		t.Fatalf("unable to create alloydb connection pool: %s", err)
-	}
-
-	// cleanup test environment
-	tests.CleanupPostgresTables(t, ctx, pool)
-
-	cmd, cleanup, err := tests.StartCmd(ctx, map[string]any{}, args...)
-	if err != nil {
-		t.Fatalf("command initialization returned an error: %s", err)
-	}
-	defer cleanup()
-
-	// Wait for server to be ready
-	waitCtx, waitCancel := context.WithTimeout(ctx, 30*time.Second)
-	defer waitCancel()
-
-	out, err := testutils.WaitForString(waitCtx, regexp.MustCompile(`Server ready to serve`), cmd.Out)
-	if err != nil {
-		t.Logf("toolbox command logs: \n%s", out)
-		t.Fatalf("toolbox didn't start successfully: %s", err)
-	}
-
-	// Run Postgres prebuilt tool tests
-	tests.RunPostgresListViewsTest(t, ctx, pool)
-	tests.RunPostgresListSchemasTest(t, ctx, pool)
-	tests.RunPostgresListActiveQueriesTest(t, ctx, pool)
-	tests.RunPostgresListAvailableExtensionsTest(t)
-	tests.RunPostgresListInstalledExtensionsTest(t)
-	tests.RunPostgresDatabaseOverviewTest(t, ctx, pool)
-	tests.RunPostgresListTriggersTest(t, ctx, pool)
-	tests.RunPostgresListIndexesTest(t, ctx, pool)
-	tests.RunPostgresListSequencesTest(t, ctx, pool)
-	tests.RunPostgresLongRunningTransactionsTest(t, ctx, pool)
-	tests.RunPostgresListLocksTest(t, ctx, pool)
-	tests.RunPostgresReplicationStatsTest(t, ctx, pool)
-	tests.RunPostgresGetColumnCardinalityTest(t, ctx, pool)
-	tests.RunPostgresListTableStatsTest(t, ctx, pool)
-	tests.RunPostgresListPublicationTablesTest(t, ctx, pool)
-	tests.RunPostgresListTableSpacesTest(t)
-	tests.RunPostgresListPgSettingsTest(t, ctx, pool)
-	tests.RunPostgresListDatabaseStatsTest(t, ctx, pool)
-	tests.RunPostgresListRolesTest(t, ctx, pool)
-	tests.RunPostgresListStoredProcedureTest(t, ctx, pool)
-}
--- a/tests/embedding.go
+++ b/tests/embedding.go
@@ -64,10 +64,11 @@ func AddSemanticSearchConfig(t *testing.T, config map[string]any, toolKind, inse
 				"description": "The text content associated with the vector.",
 			},
 			map[string]any{
-				"name":        "text_to_embed",
-				"type":        "string",
-				"description": "The text content used to generate the vector.",
-				"embeddedBy":  "gemini_model",
+				"name":           "text_to_embed",
+				"type":           "string",
+				"description":    "The text content used to generate the vector.",
+				"embeddedBy":     "gemini_model",
+				"valueFromParam": "content",
 			},
 		},
 	}
@@ -108,7 +109,7 @@ func RunSemanticSearchToolInvokeTest(t *testing.T, insertWant, mcpInsertWant, se
 			name:        "HTTP invoke insert_docs",
 			api:         "http://127.0.0.1:5000/api/tool/insert_docs/invoke",
 			isMcp:       false,
-			requestBody: `{"content": "The quick brown fox jumps over the lazy dog", "text_to_embed": "The quick brown fox jumps over the lazy dog"}`,
+			requestBody: `{"content": "The quick brown fox jumps over the lazy dog"}`,
 			want:        insertWant,
 		},
 		{
@@ -131,8 +132,7 @@ func RunSemanticSearchToolInvokeTest(t *testing.T, insertWant, mcpInsertWant, se
 				Params: map[string]any{
 					"name": "insert_docs",
 					"arguments": map[string]any{
-						"content":       "The quick brown fox jumps over the lazy dog",
-						"text_to_embed": "The quick brown fox jumps over the lazy dog",
+						"content": "The quick brown fox jumps over the lazy dog",
 					},
 				},
 			},
Author	SHA1	Message	Date
Averi Kitsch	d4cb4e81b4	docs: fix dataplex tool names in reference	2026-01-26 10:24:08 -08:00
Mend Renovate	f6474739e3	chore(deps): update github actions (#2298 ) This PR contains the following updates: \| Package \| Type \| Update \| Change \| \|---\|---\|---\|---\| \| [actions/cache](https://redirect.github.com/actions/cache) ([changelog](`9255dc7a25..8b402f58fb`)) \| action \| digest \| `9255dc7` → `8b402f5` \| \| [actions/checkout](https://redirect.github.com/actions/checkout) \| action \| patch \| `v6.0.1` → `v6.0.2` \| \| [actions/setup-go](https://redirect.github.com/actions/setup-go) \| action \| minor \| `v6.1.0` → `v6.2.0` \| \| [actions/setup-node](https://redirect.github.com/actions/setup-node) ([changelog](`395ad32622..6044e13b5d`)) \| action \| digest \| `395ad32` → `6044e13` \| --- ### Release Notes <details> <summary>actions/checkout (actions/checkout)</summary> ### [`v6.0.2`](https://redirect.github.com/actions/checkout/blob/HEAD/CHANGELOG.md#v602) [Compare Source](https://redirect.github.com/actions/checkout/compare/v6.0.1...v6.0.2) - Fix tag handling: preserve annotations and explicit fetch-tags by [@ericsciple](https://redirect.github.com/ericsciple) in [#2356](https://redirect.github.com/actions/checkout/pull/2356) </details> <details> <summary>actions/setup-go (actions/setup-go)</summary> ### [`v6.2.0`](https://redirect.github.com/actions/setup-go/releases/tag/v6.2.0) [Compare Source](https://redirect.github.com/actions/setup-go/compare/v6.1.0...v6.2.0) ##### What's Changed ##### Enhancements - Example for restore-only cache in documentation by [@aparnajyothi-y](https://redirect.github.com/aparnajyothi-y) in [#696](https://redirect.github.com/actions/setup-go/pull/696) - Update Node.js version in action.yml by [@ccoVeille](https://redirect.github.com/ccoVeille) in [#691](https://redirect.github.com/actions/setup-go/pull/691) - Documentation update of actions/checkout by [@deining](https://redirect.github.com/deining) in [#683](https://redirect.github.com/actions/setup-go/pull/683) ##### Dependency updates - Upgrade js-yaml from 3.14.1 to 3.14.2 by [@dependabot](https://redirect.github.com/dependabot) in [#682](https://redirect.github.com/actions/setup-go/pull/682) - Upgrade [@actions/cache](https://redirect.github.com/actions/cache) to v5 by [@salmanmkc](https://redirect.github.com/salmanmkc) in [#695](https://redirect.github.com/actions/setup-go/pull/695) - Upgrade actions/checkout from 5 to 6 by [@dependabot](https://redirect.github.com/dependabot) in [#686](https://redirect.github.com/actions/setup-go/pull/686) - Upgrade qs from 6.14.0 to 6.14.1 by [@dependabot](https://redirect.github.com/dependabot) in [#703](https://redirect.github.com/actions/setup-go/pull/703) ##### New Contributors - [@ccoVeille](https://redirect.github.com/ccoVeille) made their first contribution in [#691](https://redirect.github.com/actions/setup-go/pull/691) - [@deining](https://redirect.github.com/deining) made their first contribution in [#683](https://redirect.github.com/actions/setup-go/pull/683) Full Changelog: <https://github.com/actions/setup-go/compare/v6...v6.2.0> </details> --- ### Configuration 📅 Schedule: Branch creation - At any time (no schedule defined), Automerge - At any time (no schedule defined). 🚦 Automerge: Disabled by config. Please merge this manually once you are satisfied. ♻ Rebasing: Whenever PR becomes conflicted, or you tick the rebase/retry checkbox. 👻 Immortal: This PR will be recreated if closed unmerged. Get [config help](https://redirect.github.com/renovatebot/renovate/discussions) if that's undesired. --- - [ ] <!-- rebase-check -->If you want to rebase/retry this PR, check this box --- This PR was generated by [Mend Renovate](https://mend.io/renovate/). View the [repository job log](https://developer.mend.io/github/googleapis/genai-toolbox). <!--renovate-debug:eyJjcmVhdGVkSW5WZXIiOiI0Mi43NC41IiwidXBkYXRlZEluVmVyIjoiNDIuOTIuMSIsInRhcmdldEJyYW5jaCI6Im1haW4iLCJsYWJlbHMiOltdfQ==--> Co-authored-by: Averi Kitsch <akitsch@google.com>	2026-01-23 20:41:19 +00:00
mahlevanshika	1d7c498116	fix(dataplex): Capture GCP HTTP errors in MCP Toolbox (#2347 ) ### Description fix: Surface Dataplex API errors in MCP results This change addresses issue https://github.com/googleapis/genai-toolbox/issues/2203, where Dataplex API errors, such as '403 Forbidden' (Permission Denied), were not being properly surfaced in the MCP tool results. Previously, these critical API errors would manifest as generic "connection interrupted" messages, significantly hindering developer debugging and trust in the Toolbox. The fix enhances the error handling within the 'dataplexsearchentries' and 'dataplexsearchaspecttypes' tools. When an error occurs during the iteration of Dataplex API results, the system now: Utilizes 'google.golang.org/grpc/status.FromError' to attempt to convert the returned error into a gRPC status. This is crucial because Google Cloud client libraries often return errors compatible with gRPC. If the error is a gRPC status, the canonical error code (e.g., 'codes.PermissionDenied') and the associated error message are extracted. This ensures that users receive clear actionable error feedback, allowing for quicker diagnosis and resolution of issues like missing IAM permissions. This aligns with best practices for API error surfacing, improving the usability and reliability of the Dataplex tools within the GenAI Toolbox. Fixes https://github.com/googleapis/genai-toolbox/issues/2203 ## PR Checklist > Thank you for opening a Pull Request! Before submitting your PR, there are a > few things you can do to make sure it goes smoothly: - [ ] Make sure you reviewed [CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md) - [ ] Make sure to open an issue as a [bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose) before writing your code! That way we can discuss the change, evaluate designs, and agree on the general idea - [ ] Ensure the tests and linter pass - [ ] Code coverage does not decrease (if any source code was changed) - [ ] Appropriate docs were updated (if necessary) - [ ] Make sure to add `!` if this involve a breaking change 🛠️ Fixes #<issue_number_goes_here> --------- Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com> Co-authored-by: Averi Kitsch <akitsch@google.com>	2026-01-23 19:53:59 +00:00
Yuan Teoh	9294ce39c8	ci: add oceanbase link to lycheeignore (#2360 ) oceanbase's link is hitting `Rejected status code (this depends on your "accept" configuration): Too Many Requests` error. It might have temporarily blocked Lychee due to the too many request being sent in a short time. Adding the link to lycheeignore to unblock GHA failure.	2026-01-23 18:40:33 +00:00
release-please[bot]	86bf7bf8d0	chore(main): release 0.26.0 (#2286 ) 🤖 I have created a release beep boop --- ## [0.26.0](https://github.com/googleapis/genai-toolbox/compare/v0.25.0...v0.26.0) (2026-01-22) ### ⚠ BREAKING CHANGES * Validate tool naming ([#2305](https://github.com/googleapis/genai-toolbox/issues/2305)) ([`5054212`](`5054212fa4`)) * tools/cloudgda: Update description and parameter name for cloudgda tool ([#2288](https://github.com/googleapis/genai-toolbox/issues/2288)) ([`6b02591`](`6b02591703`)) ### Features * Add new `user-agent-metadata` flag ([#2302](https://github.com/googleapis/genai-toolbox/issues/2302)) ([`adc9589`](`adc9589766`)) * Add remaining flag to Toolbox server in MCP registry ([#2272](https://github.com/googleapis/genai-toolbox/issues/2272)) ([`5e0999e`](`5e0999ebf5`)) * embeddingModel: Add embedding model to MCP handler ([#2310](https://github.com/googleapis/genai-toolbox/issues/2310)) ([`e4f60e5`](`e4f60e5633`)) * sources/bigquery: Make maximum rows returned from queries configurable ([#2262](https://github.com/googleapis/genai-toolbox/issues/2262)) ([`4abf0c3`](`4abf0c39e7`)) * prebuilt/cloud-sql: Add create backup tool for Cloud SQL ([#2141](https://github.com/googleapis/genai-toolbox/issues/2141)) ([`8e0fb03`](`8e0fb03483`)) * prebuilt/cloud-sql: Add restore backup tool for Cloud SQL ([#2171](https://github.com/googleapis/genai-toolbox/issues/2171)) ([`00c3e6d`](`00c3e6d8cb`)) * Support combining multiple prebuilt configurations ([#2295](https://github.com/googleapis/genai-toolbox/issues/2295)) ([`e535b37`](`e535b372ea`)) * Support MCP specs version 2025-11-25 ([#2303](https://github.com/googleapis/genai-toolbox/issues/2303)) ([`4d23a3b`](`4d23a3bbf2`)) * tools: Add `valueFromParam` support to Tool config ([#2333](https://github.com/googleapis/genai-toolbox/issues/2333)) ([`15101b1`](`15101b1edb`)) ### Bug Fixes * tools/cloudhealthcare: Add check for client authorization before retrieving token string ([#2327](https://github.com/googleapis/genai-toolbox/issues/2327)) ([`c25a233`](`c25a2330fe`)) --- This PR was generated with [Release Please](https://github.com/googleapis/release-please). See [documentation](https://github.com/googleapis/release-please#release-please). --------- Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com> Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>	2026-01-22 16:22:50 -08:00
Yuan Teoh	ad2893d809	chore: release 0.26.0 (#2355 ) Release-As: 0.26.0	2026-01-22 23:40:47 +00:00
dishaprakash	e535b372ea	feat: Support combining multiple prebuilt configurations (#2295 ) ## Description This PR introduces support for merging multiple prebuilt configurations. To ensure compatibility, the following restrictions apply: - No Naming Collisions: Configurations cannot share duplicate names for any resources (Tools, Sources, Toolsets, Auth Services, etc.). - Shared Environment Variables: If multiple sources rely on the same environment variable, they must share the same value; unique values for the same variable are not supported ## Usage Examples ### Successful Initialization You can load multiple prebuilt configurations by either repeating the --prebuilt flag or by providing a comma-separated list. Option 1: Multiple Flags ``` ./toolbox --prebuilt alloydb-postgres --prebuilt alloydb-postgres-admin ``` Option 2: Comma-Separated Values ``` ./toolbox --prebuilt alloydb-postgres,alloydb-postgres-admin ``` ### Initialization Failure (Resource Conflict) If two or more configurations define a resource with the same name (such as a Tool or Source, etc.), the server will fail to start and display a conflict error. ``` ./toolbox --prebuilt alloydb-postgres --prebuilt cloud-sql-mysql 2026-01-13T11:14:50.758121799Z INFO "Using prebuilt tool configurations for: alloydb-postgres, cloud-sql-mysql" 2026-01-13T11:14:50.764578167Z ERROR "resource conflicts detected:\n - tool 'execute_sql' (file #2)\n - tool 'list_active_queries' (file #2)\n - tool 'get_query_plan' (file #2)\n - tool 'list_tables' (file #2)\n\nPlease ensure each source, authService, tool, toolset and prompt has a unique name across all files" ``` ## PR Checklist > Thank you for opening a Pull Request! Before submitting your PR, there are a > few things you can do to make sure it goes smoothly: - [x] Make sure you reviewed [CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md) - [x] Make sure to open an issue as a [bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose) before writing your code! That way we can discuss the change, evaluate designs, and agree on the general idea - [x] Ensure the tests and linter pass - [x] Code coverage does not decrease (if any source code was changed) - [x] Appropriate docs were updated (if necessary) - [x] Make sure to add `!` if this involve a breaking change 🛠️ Fixes #1855 --------- Co-authored-by: Averi Kitsch <akitsch@google.com>	2026-01-22 23:00:17 +00:00
Yuan Teoh	5054212fa4	feat!: validate tool naming (#2305 ) Check for naming validation for Tool. This validation follows the MCP SEP986 [naming guidance](`1b1eb60ec4/docs/specification/draft/server/tools.mdx (tool-names)`). Name will be checked before MCP initialization (where specs version is confirmed). Hence, we will be implementing this across all versions and endpoints. This will be a breaking change for user that currently uses other special character as name (other than `_`, `-`, `.`)	2026-01-22 21:52:37 +00:00
Wenxin Du	93ca4578da	fix(looker): upgrade go sdk to v0.25.22 (#2350 )	2026-01-22 13:29:20 -08:00
Yuan Teoh	ec936aed03	chore: update mcp registry title (#2311 ) Update title to reflect the full name of Toolbox.	2026-01-22 11:46:51 -08:00
Yuan Teoh	fe69272c84	docs(sources/dgraph): add best effort maintenance notes (#2319 ) Update note to state that dgraph is currently under best effort maintenance. ref #2318	2026-01-22 10:58:51 -08:00
Wenxin Du	15101b1edb	feat(tools): Add `valueFromParam` support to Tool config (#2333 ) This PR introduces a new configuration field valueFromParam to the tool definitions. This feature allows a parameter to automatically inherit its value from another sibling parameter, mainly to streamline the configuration of vector insertion tools. Parameters utilizing valueFromParam are excluded from the Tool and MCP manifests. This means the LLM does not see these parameters and is not required to generate them. The value is resolved internally by the Toolbox during execution.	2026-01-21 16:35:27 -08:00
@@ -1 +1 @@
 .25.0
 .26.0