chore(main): release 0.17.0 (#1578 )

🤖 I have created a release *beep* *boop* --- ## [0.17.0](https://github.com/googleapis/genai-toolbox/compare/v0.16.0...v0.17.0) (2025-10-10) ### ⚠ BREAKING CHANGES * **tools/bigquery-get-table-info:** add allowed dataset support ([#1093](https://github.com/googleapis/genai-toolbox/issues/1093)) * **tool/bigquery-list-dataset-ids:** add allowed datasets support ([#1573](https://github.com/googleapis/genai-toolbox/issues/1573)) ### Features * Add configs and workflows for docs versioning ([#1611](https://github.com/googleapis/genai-toolbox/issues/1611)) ([21ac98b](21ac98bc06)) * Add metadata in MCP Manifest for Toolbox auth ([#1395](https://github.com/googleapis/genai-toolbox/issues/1395)) ([0b3dac4](0b3dac4132)) * Add program name to MySQL connections ([#1617](https://github.com/googleapis/genai-toolbox/issues/1617)) ([c4a22b8](c4a22b8d3b)) * **source/bigquery:** Add optional write mode config ([#1157](https://github.com/googleapis/genai-toolbox/issues/1157)) ([63adc78](63adc78bea)) * **sources/mssql:** Add app name to MSSQL ([#1620](https://github.com/googleapis/genai-toolbox/issues/1620)) ([1536d1f](1536d1fdab)) * **sources/oracle:** Add Oracle Source and Tool ([#1456](https://github.com/googleapis/genai-toolbox/issues/1456)) ([3a19a50](3a19a50ff2)) * **tool/bigquery-list-dataset-ids:** Add allowed datasets support ([#1573](https://github.com/googleapis/genai-toolbox/issues/1573)) ([1a44c67](1a44c671ec)) * **tools/bigquery-get-table-info:** Add allowed dataset support ([#1093](https://github.com/googleapis/genai-toolbox/issues/1093)) ([acb205c](acb205ca47)) * **tools/dataform:** Add dataform compile tool ([#1470](https://github.com/googleapis/genai-toolbox/issues/1470)) ([3be9b7b](3be9b7b3bd)) * **tools/looker:** Add support for pulse, vacuum and analyze audit and performance functions on a Looker instance ([#1581](https://github.com/googleapis/genai-toolbox/issues/1581)) ([5aed4e1](5aed4e136d)) * **tools/looker:** Enable access to the Conversational Analytics API for Looker ([#1596](https://github.com/googleapis/genai-toolbox/issues/1596)) ([2d5a93e](2d5a93e312)) ### Bug Fixes * Added google_ml_integration extension to use alloydb ai-nl support api ([#1445](https://github.com/googleapis/genai-toolbox/issues/1445)) ([dbc477a](dbc477ab0f)) * Fix broken links ([#1625](https://github.com/googleapis/genai-toolbox/issues/1625)) ([36c6584](36c658472c)) * Remove duplicated build type in Dockerfile ([#1598](https://github.com/googleapis/genai-toolbox/issues/1598)) ([b43c945](b43c94575d)) * **source/bigquery:** Allowed datasets project id issue with client oauth ([#1663](https://github.com/googleapis/genai-toolbox/issues/1663)) ([f4cf486](f4cf486fa9)) * **sources/looker:** Allow Looker to be configured without setting a Client Id or Secret ([#1496](https://github.com/googleapis/genai-toolbox/issues/1496)) ([67d8221](67d8221a2e)) * **tools/looker:** Refactor run-inline-query logic to helper function ([#1497](https://github.com/googleapis/genai-toolbox/issues/1497)) ([62af39d](62af39d751)) * **tools/mysql-list-tables:** Update sql query to resolve subquery scope error ([#1629](https://github.com/googleapis/genai-toolbox/issues/1629)) ([94e19d8](94e19d87e5)) ### Miscellaneous Chores * Release 0.17.0 ([#1676](https://github.com/googleapis/genai-toolbox/issues/1676)) ([7e22cb4](7e22cb455d)) --- 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: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>
Revert "docs: add v0.17.0 docs version url (#1678 )"
2026-01-13 01:18:19 -05:00 · 2025-10-09 22:46:02 -04:00 · 2025-10-09 22:26:24 -04:00
153 changed files with 584 additions and 6599 deletions
--- a/.ci/integration.cloudbuild.yaml
+++ b/.ci/integration.cloudbuild.yaml
@@ -557,26 +557,6 @@ steps:
          looker \
          looker

-  - id: "mongodb"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "MONGODB_DATABASE=$_DATABASE_NAME"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["MONGODB_URI", "CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "MongoDB" \
-          mongodb \
-          mongodb
-
  - id: "cloud-sql"
    name: golang:1
    waitFor: ["compile-test-binary"]
@@ -661,25 +641,6 @@ steps:
          clickhouse \
          clickhouse

-  - id: "cloud-monitoring"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "SERVICE_ACCOUNT_EMAIL=$SERVICE_ACCOUNT_EMAIL"
-    secretEnv: ["CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "Cloud Monitoring" \
-          cloudmonitoring \
-          cloudmonitoring
-
  - id: "trino"
    name: golang:1
    waitFor: ["compile-test-binary"]
@@ -744,8 +705,8 @@ steps:
          cassandra

  - id: "oracle"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
+    name: ghcr.io/oracle/oraclelinux8-instantclient:21
+    waitFor: ["install-dependencies"]
    entrypoint: /bin/bash
    env:
      - "GOPATH=/gopath"
@@ -758,29 +719,15 @@ steps:
    args:
      - -c
      - |
-        .ci/test_with_coverage.sh \
-          "Oracle" \
-          oracle \
-          oracle
+          # Install the C compiler and Oracle SDK headers needed for cgo
+          dnf install -y gcc oracle-instantclient-devel

-  - id: "serverless-spark"
-    name: golang:1
-    waitFor: ["compile-test-binary"]
-    entrypoint: /bin/bash
-    env:
-      - "GOPATH=/gopath"
-      - "SERVERLESS_SPARK_PROJECT=$PROJECT_ID"
-      - "SERVERLESS_SPARK_LOCATION=$_REGION"
-    secretEnv: ["CLIENT_ID"]
-    volumes:
-      - name: "go"
-        path: "/gopath"
-    args:
-      - -c
-      - |
-        .ci/test_with_coverage.sh \
-          "Serverless Spark" \
-          serverlessspark
+          # Install Go
+          curl -L -o go.tar.gz "https://go.dev/dl/go1.25.1.linux-amd64.tar.gz"
+          tar -C /usr/local -xzf go.tar.gz
+          export PATH="/usr/local/go/bin:$$PATH"
+
+          go test ./tests/oracle
            
 availableSecrets:
  secretManager:
@@ -822,8 +769,6 @@ availableSecrets:
      env: MSSQL_USER
    - versionName: projects/$PROJECT_ID/secrets/mssql_pass/versions/latest
      env: MSSQL_PASS
-    - versionName: projects/$PROJECT_ID/secrets/mongodb_uri/versions/latest
-      env: MONGODB_URI
    - versionName: projects/$PROJECT_ID/secrets/couchbase_connection/versions/latest
      env: COUCHBASE_CONNECTION
    - versionName: projects/$PROJECT_ID/secrets/couchbase_user/versions/latest
@@ -931,4 +876,4 @@ substitutions:
  _YUGABYTEDB_DATABASE: "yugabyte"
  _YUGABYTEDB_PORT: "5433"
  _YUGABYTEDB_LOADBALANCE: "false"
-  _ORACLE_SERVER_NAME: "FREEPDB1"
+  _ORACLE_SERVER_NAME: "FREEPDB1"
--- a/.github/release-please.yml
+++ b/.github/release-please.yml
@@ -37,5 +37,4 @@ extraFiles: [
    "docs/en/how-to/connect-ide/postgres_mcp.md",
    "docs/en/how-to/connect-ide/neo4j_mcp.md",
    "docs/en/how-to/connect-ide/sqlite_mcp.md",
-    "gemini-extension.json",
 ]
--- a/.github/workflows/deploy_dev_docs.yaml
+++ b/.github/workflows/deploy_dev_docs.yaml
@@ -4,7 +4,7 @@
 # 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
+#      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,
@@ -35,10 +35,9 @@ jobs:
    defaults:
      run:
        working-directory: .hugo
-    # This shared concurrency group ensures only one docs deployment runs at a time.
    concurrency:
-      group: docs-deployment
-      cancel-in-progress: false
+      group: ${{ github.workflow }}-${{ github.ref }}
+      cancel-in-progress: true
    steps:
      - uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
        with:
@@ -51,12 +50,12 @@ jobs:
          extended: true

      - name: Setup Node
-        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
+        uses: actions/setup-node@49933ea5288caeca8642d1e84afbd3f7d6820020 # v4
        with:
          node-version: "22"

      - name: Cache dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
+        uses: actions/cache@0400d5f644dc74513175e3cd8d07132dd4860809 # v4
        with:
          path: ~/.npm
          key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
@@ -82,4 +81,4 @@ jobs:
          publish_dir: ./.hugo/staging
          publish_branch: versioned-gh-pages
          keep_files: true
-          commit_message: "deploy: ${{ github.event.head_commit.message }}"
+          commit_message: "deploy: ${{ github.event.head_commit.message }}"
--- a/.github/workflows/deploy_previous_version_docs.yaml
+++ b/.github/workflows/deploy_previous_version_docs.yaml
@@ -30,14 +30,14 @@ jobs:

    steps:
      - name: Checkout main branch (for latest templates and theme)
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
+        uses: actions/checkout@v4
        with:
          ref: 'main'
          submodules: 'recursive'
          fetch-depth: 0

      - name: Checkout old content from tag into a temporary directory
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
+        uses: actions/checkout@v4
        with:
          ref: ${{ github.event.inputs.version_tag }}
          path: 'old_version_source' # Checkout into a temp subdir
@@ -53,11 +53,11 @@ jobs:
          mv ./old_version_source/docs docs

      - name: Setup Hugo and Node
-        uses: peaceiris/actions-hugo@75d2e84710de30f6ff7268e08f310b60ef14033f # v3
+        uses: peaceiris/actions-hugo@v3
        with:
          hugo-version: "0.145.0"
          extended: true
-      - uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
+      - uses: actions/setup-node@v4
        with:
          node-version: "22"

@@ -73,7 +73,7 @@ jobs:
          HUGO_RELATIVEURLS: false

      - name: Deploy to gh-pages
-        uses: peaceiris/actions-gh-pages@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # v4
+        uses: peaceiris/actions-gh-pages@v4
        with:
          github_token: ${{ secrets.GITHUB_TOKEN }}
          publish_dir: .hugo/public
@@ -94,7 +94,7 @@ jobs:
          HUGO_RELATIVEURLS: false

      - name: Deploy to root
-        uses: peaceiris/actions-gh-pages@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # v4
+        uses: peaceiris/actions-gh-pages@v4
        with:
          github_token: ${{ secrets.GITHUB_TOKEN }}
          publish_dir: .hugo/public
--- a/.github/workflows/deploy_versioned_docs.yaml
+++ b/.github/workflows/deploy_versioned_docs.yaml
@@ -4,7 +4,7 @@
 # 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
+#      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,
@@ -24,13 +24,9 @@ on:
 jobs:
  deploy:
    runs-on: ubuntu-24.04
-    # This shared concurrency group ensures only one docs deployment runs at a time.
-    concurrency:
-      group: docs-deployment
-      cancel-in-progress: false
    steps:
      - name: Checkout Code at Tag
-        uses: actions/checkout@08c6903cd8c0fde910a37f88322edcfb5dd907a8 # v5
+        uses: actions/checkout@v4
        with:
          ref: ${{ github.event.release.tag_name }}

@@ -38,13 +34,13 @@ jobs:
        run: echo "VERSION=${{ github.event.release.tag_name }}" >> $GITHUB_ENV

      - name: Setup Hugo
-        uses: peaceiris/actions-hugo@75d2e84710de30f6ff7268e08f310b60ef14033f # v3
+        uses: peaceiris/actions-hugo@v3
        with:
          hugo-version: "0.145.0"
          extended: true

      - name: Setup Node
-        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
+        uses: actions/setup-node@v4
        with:
          node-version: "22"

@@ -60,7 +56,7 @@ jobs:
          HUGO_RELATIVEURLS: false

      - name: Deploy
-        uses: peaceiris/actions-gh-pages@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # v4
+        uses: peaceiris/actions-gh-pages@v4
        with:
          github_token: ${{ secrets.GITHUB_TOKEN }}
          publish_dir: .hugo/public
@@ -80,11 +76,11 @@ jobs:
          HUGO_RELATIVEURLS: false

      - name: Deploy to root
-        uses: peaceiris/actions-gh-pages@4f9cc6602d3f66b9c108549d475ec49e8ef4d45e # v4
+        uses: peaceiris/actions-gh-pages@v4
        with:
          github_token: ${{ secrets.GITHUB_TOKEN }}
          publish_dir: .hugo/public
          publish_branch: versioned-gh-pages
          keep_files: true
          allow_empty_commit: true
-          commit_message: "deploy: docs to root for ${{ env.VERSION }}"
+          commit_message: "deploy: docs to root for ${{ env.VERSION }}"
--- a/.github/workflows/docs_deploy.yaml
+++ b/.github/workflows/docs_deploy.yaml
@@ -50,12 +50,12 @@ jobs:
          extended: true

      - name: Setup Node
-        uses: actions/setup-node@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
+        uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5
        with:
          node-version: "22"

      - name: Cache dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
+        uses: actions/cache@0400d5f644dc74513175e3cd8d07132dd4860809 # v4
        with:
          path: ~/.npm
          key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
--- 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@2028fbc5c25fe9cf00d9f06a71cc4710d4507903 # v6
+        uses: actions/setup-node@a0853c24544627f65ddf259abe73b1d18a591444 # v5
        with:
          node-version: "22"

      - name: Cache dependencies
-        uses: actions/cache@0057852bfaa89a56745cba8c7296529d2fc39830 # v4
+        uses: actions/cache@0400d5f644dc74513175e3cd8d07132dd4860809 # v4
        with:
          path: ~/.npm
          key: ${{ runner.os }}-node-${{ hashFiles('**/package-lock.json') }}
--- a/.hugo/hugo.toml
+++ b/.hugo/hugo.toml
@@ -51,14 +51,6 @@ ignoreFiles = ["quickstart/shared", "quickstart/python", "quickstart/js", "quick
 # Add a new version block here before every release
 # The order of versions in this file is mirrored into the dropdown

-[[params.versions]]
-  version = "v0.18.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.18.0/"
-  
-[[params.versions]]
-  version = "v0.17.0"
-  url = "https://googleapis.github.io/genai-toolbox/v0.17.0/"
-  
 [[params.versions]]
  version = "v0.16.0"
  url = "https://googleapis.github.io/genai-toolbox/v0.16.0/"
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -1,30 +1,12 @@
 # Changelog

-## [0.18.0](https://github.com/googleapis/genai-toolbox/compare/v0.17.0...v0.18.0) (2025-10-23)
-
-
-### Features
-
-* Support `allowedValues`, `escape`, `minValue` and `maxValue` for parameters ([#1770](https://github.com/googleapis/genai-toolbox/issues/1770)) ([eaf7740](https://github.com/googleapis/genai-toolbox/commit/eaf77406fd386c12315d67eb685dc69e0415c516))
-* **tools/looker:** Tools to allow the agent to retrieve, create, modify, and delete LookML project files. ([#1673](https://github.com/googleapis/genai-toolbox/issues/1673)) ([089081f](https://github.com/googleapis/genai-toolbox/commit/089081feb0e32f9eb65d00df5987392d413a4081))
-
-
-### Bug Fixes
-
-* **sources/mysql:** Escape mysql user agent ([#1707](https://github.com/googleapis/genai-toolbox/issues/1707)) ([eeb694c](https://github.com/googleapis/genai-toolbox/commit/eeb694c20facc40a38bfa67073c4cb1f3dd657ff))
-* **sources/mysql:** Escape program_name for MySQL ([#1717](https://github.com/googleapis/genai-toolbox/issues/1717)) ([02f7f8a](https://github.com/googleapis/genai-toolbox/commit/02f7f8af979057efe99fd138cb1b958130355b68))
-* **tools/http:** Allow 2xx status code on tool invocation ([#1761](https://github.com/googleapis/genai-toolbox/issues/1761)) ([a06d0d8](https://github.com/googleapis/genai-toolbox/commit/a06d0d8735fbec29bea97457248845a8c6b4aa3c))
-* **tools/http:** Omit optional nil query parameters ([#1762](https://github.com/googleapis/genai-toolbox/issues/1762)) ([bd16ba3](https://github.com/googleapis/genai-toolbox/commit/bd16ba3921e6177065780e5f29870859b8e18e4f))
-* **tools/looker:** Looker file content calls should not use url.QueryEscape ([#1758](https://github.com/googleapis/genai-toolbox/issues/1758)) ([336de1b](https://github.com/googleapis/genai-toolbox/commit/336de1bd04b869d322c0fd1f4667eb652159d791))
-
-
 ## [0.17.0](https://github.com/googleapis/genai-toolbox/compare/v0.16.0...v0.17.0) (2025-10-10)


 ### ⚠ BREAKING CHANGES

 * **tools/bigquery-get-table-info:** add allowed dataset support ([#1093](https://github.com/googleapis/genai-toolbox/issues/1093))
-* **tools/bigquery-list-dataset-ids:** add allowed datasets support ([#1573](https://github.com/googleapis/genai-toolbox/issues/1573))
+* **tool/bigquery-list-dataset-ids:** add allowed datasets support ([#1573](https://github.com/googleapis/genai-toolbox/issues/1573))

 ### Features

@@ -32,11 +14,9 @@
 * Add metadata in MCP Manifest for Toolbox auth ([#1395](https://github.com/googleapis/genai-toolbox/issues/1395)) ([0b3dac4](https://github.com/googleapis/genai-toolbox/commit/0b3dac41322f7aaa5a19df571686fa8fd4338ca5))
 * Add program name to MySQL connections ([#1617](https://github.com/googleapis/genai-toolbox/issues/1617)) ([c4a22b8](https://github.com/googleapis/genai-toolbox/commit/c4a22b8d3bd0307325215ebd2f30ba37927cd37e))
 * **source/bigquery:** Add optional write mode config ([#1157](https://github.com/googleapis/genai-toolbox/issues/1157)) ([63adc78](https://github.com/googleapis/genai-toolbox/commit/63adc78beae949dfe5e300c50e5ceef073e9652c))
-* **sources/alloydb,cloudsqlpg,cloudsqlmysql,cloudsqlmssql:** Support PSC connection ([#1686](https://github.com/googleapis/genai-toolbox/issues/1686)) ([9d2bf79](https://github.com/googleapis/genai-toolbox/commit/9d2bf79becfda104ef77f34b8d4b22cbedbc4bf3))
 * **sources/mssql:** Add app name to MSSQL ([#1620](https://github.com/googleapis/genai-toolbox/issues/1620)) ([1536d1f](https://github.com/googleapis/genai-toolbox/commit/1536d1fdabb9d7f73dbdeebeb05a83d9a3b78e1c))
 * **sources/oracle:** Add Oracle Source and Tool ([#1456](https://github.com/googleapis/genai-toolbox/issues/1456)) ([3a19a50](https://github.com/googleapis/genai-toolbox/commit/3a19a50ff211e33429de1d05338d353359a52987))
-* **sources/oracle:** Switch Oracle driver from godror to go-ora ([#1685](https://github.com/googleapis/genai-toolbox/issues/1685)) ([8faf376](https://github.com/googleapis/genai-toolbox/commit/8faf37667e371b4ed88ebb892e8784b67611ba64))
-* **tool/bigquery-list-dataset-ids:** Add allowed datasets support ([#1573](https://github.com/googleapis/genai-toolbox/issues/1573)) ([1a44c67](https://github.com/googleapis/genai-toolbox/commit/1a44c671ec593e764a2d2f67f70a98ceec20a168))
+* **tools/bigquery-list-dataset-ids:** Add allowed datasets support ([#1573](https://github.com/googleapis/genai-toolbox/issues/1573)) ([1a44c67](https://github.com/googleapis/genai-toolbox/commit/1a44c671ec593e764a2d2f67f70a98ceec20a168))
 * **tools/bigquery-get-table-info:** Add allowed dataset support ([#1093](https://github.com/googleapis/genai-toolbox/issues/1093)) ([acb205c](https://github.com/googleapis/genai-toolbox/commit/acb205ca4761d59ce97b804827230978c8c98ede))
 * **tools/dataform:** Add dataform compile tool ([#1470](https://github.com/googleapis/genai-toolbox/issues/1470)) ([3be9b7b](https://github.com/googleapis/genai-toolbox/commit/3be9b7b3bdf112fe7303706e56e9f39935cde661))
 * **tools/looker:** Add support for pulse, vacuum and analyze audit and performance functions on a Looker instance ([#1581](https://github.com/googleapis/genai-toolbox/issues/1581)) ([5aed4e1](https://github.com/googleapis/genai-toolbox/commit/5aed4e136d0091731d2ded10ec076ee789e1987c))
@@ -53,6 +33,11 @@
 * **tools/looker:** Refactor run-inline-query logic to helper function ([#1497](https://github.com/googleapis/genai-toolbox/issues/1497)) ([62af39d](https://github.com/googleapis/genai-toolbox/commit/62af39d751443eb758586663969b162c868a233f))
 * **tools/mysql-list-tables:** Update sql query to resolve subquery scope error ([#1629](https://github.com/googleapis/genai-toolbox/issues/1629)) ([94e19d8](https://github.com/googleapis/genai-toolbox/commit/94e19d87e54e831b80eb766572e48bc7370305d8))

+
+### Miscellaneous Chores
+
+* Release 0.17.0 ([#1676](https://github.com/googleapis/genai-toolbox/issues/1676)) ([7e22cb4](https://github.com/googleapis/genai-toolbox/commit/7e22cb455d2709559c198024f3e782ef1a4bbacb))
+
 ## [0.16.0](https://github.com/googleapis/genai-toolbox/compare/v0.15.0...v0.16.0) (2025-09-25)


@@ -65,8 +50,8 @@

 * **cassandra:** Add Cassandra Source and Tool ([#1012](https://github.com/googleapis/genai-toolbox/issues/1012)) ([6e42053](https://github.com/googleapis/genai-toolbox/commit/6e420534ee894da4a8d226acb6cdb63d0d5d9ce5))
 * **sources/postgres:** Add application_name ([#1504](https://github.com/googleapis/genai-toolbox/issues/1504)) ([72a2366](https://github.com/googleapis/genai-toolbox/commit/72a2366b28870aa6f81c4f890f4770ec5ecffdba))
-* **tool/bigquery-execute-sql:** Add allowed datasets support ([#1443](https://github.com/googleapis/genai-toolbox/issues/1443)) ([9501ebb](https://github.com/googleapis/genai-toolbox/commit/9501ebbdbcba871b98663185c690308dda1729b5))
-* **tool/bigquery-forecast:** Add allowed datasets support ([#1412](https://github.com/googleapis/genai-toolbox/issues/1412)) ([88bac7e](https://github.com/googleapis/genai-toolbox/commit/88bac7e36f5ebb6ad18773bff30b85ef678431e7))
+* **tools/bigquery-execute-sql:** Add allowed datasets support ([#1443](https://github.com/googleapis/genai-toolbox/issues/1443)) ([9501ebb](https://github.com/googleapis/genai-toolbox/commit/9501ebbdbcba871b98663185c690308dda1729b5))
+* **tools/bigquery-forecast:** Add allowed datasets support ([#1412](https://github.com/googleapis/genai-toolbox/issues/1412)) ([88bac7e](https://github.com/googleapis/genai-toolbox/commit/88bac7e36f5ebb6ad18773bff30b85ef678431e7))
 * **tools/clickhouse-list-tables:** Add list-tables tool ([#1446](https://github.com/googleapis/genai-toolbox/issues/1446)) ([69a3caf](https://github.com/googleapis/genai-toolbox/commit/69a3cafabec5a40e2776d71de3587c0d16c722a2))


--- a/MCP-TOOLBOX-EXTENSION.md
+++ b/MCP-TOOLBOX-EXTENSION.md
@@ -1,189 +0,0 @@
-This document helps you find and install the right Gemini CLI extension to interact with your databases.
-
-## How to Install an Extension
-
-To install any of the extensions listed below, use the `gemini extensions install` command followed by the extension's GitHub repository URL.
-
-For complete instructions on finding, installing, and managing extensions, please see the [official Gemini CLI extensions documentation](https://github.com/google-gemini/gemini-cli/blob/main/docs/extensions/index.md).
-
-**Example Installation Command:**
-
-```bash
-gemini extensions install https://github.com/gemini-cli-extensions/EXTENSION_NAME
-```
-
-Make sure the user knows:
-* These commands are not supported from within the CLI
-* These commands will only be reflected in active CLI sessions on restart
-* Extensions require Application Default Credentials in your environment. See [Set up ADC for a local development environment](https://cloud.google.com/docs/authentication/set-up-adc-local-dev-environment) to learn how you can provide either your user credentials or service account credentials to ADC in a local development environment.
-* Most extensions require you to set environment variables to connect to a database. If there is a link provided for the configuration, fetch the web page and return the configuration.
-
-----
-
-## Find Your Database Extension
-
-Find your database or service in the list below to get the correct installation command.
-
-**Note on Observability:** Extensions with `-observability` in their name are designed to help you understand the health and performance of your database instances, often by analyzing metrics and logs.
-
-### Google Cloud Managed Databases
-
-#### BigQuery
-
-  * For data analytics and querying:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/bigquery-data-analytics
-    ```
-
-    Configuration: https://github.com/gemini-cli-extensions/bigquery-data-analytics/tree/main?tab=readme-ov-file#configuration
-
-  * For conversational analytics (using natural language):
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/bigquery-conversational-analytics
-    ```
-    
-    Configuration: https://github.com/gemini-cli-extensions/bigquery-conversational-analytics/tree/main?tab=readme-ov-file#configuration
-
-#### Cloud SQL for MySQL
-
-  * Main Extension:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-mysql
-    ```
-    Configuration: https://github.com/gemini-cli-extensions/cloud-sql-mysql/tree/main?tab=readme-ov-file#configuration
-
-  * Observability:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-mysql-observability
-    ```
-
-    If you are looking for self-hosted MySQL, consider the `mysql` extension.
-
-#### Cloud SQL for PostgreSQL
-
-  * Main Extension:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-postgresql
-    ```
-    Configuration: https://github.com/gemini-cli-extensions/cloud-sql-postgresql/tree/main?tab=readme-ov-file#configuration
-
-  * Observability:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-postgresql-observability
-    ```
-
-    If you are looking for other PostgreSQL options, consider the `postgres` extension for self-hosted instances, or the `alloydb` extension for AlloyDB for PostgreSQL.
-
-#### Cloud SQL for SQL Server
-
-  * Main Extension:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-sqlserver
-    ```
-    
-    Configuration: https://github.com/gemini-cli-extensions/cloud-sql-sqlserver/tree/main?tab=readme-ov-file#configuration
-
-  * Observability:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-sqlserver-observability
-    ```
-
-    If you are looking for self-hosted SQL Server, consider the `sql-server` extension.
-
-#### AlloyDB for PostgreSQL
-
-  * Main Extension:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/alloydb
-    ```
-    
-    Configuration: https://github.com/gemini-cli-extensions/alloydb/tree/main?tab=readme-ov-file#configuration
-
-  * Observability:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/alloydb-observability
-    ```
-
-    If you are looking for other PostgreSQL options, consider the `postgres` extension for self-hosted instances, or the `cloud-sql-postgresql` extension for Cloud SQL for PostgreSQL.
-
-#### Spanner
-
-  * For querying Spanner databases:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/spanner
-    ```
-    
-    Configuration: https://github.com/gemini-cli-extensions/spanner/tree/main?tab=readme-ov-file#configuration
-
-#### Firestore
-
-  * For querying Firestore in Native Mode:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/firestore-native
-    ```
-
-    Configuration: https://github.com/gemini-cli-extensions/firestore-native/tree/main?tab=readme-ov-file#configuration
-
-### Other Google Cloud Data Services
-
-#### Dataplex
-
-  * For interacting with Dataplex data lakes and assets:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/dataplex
-    ```
-
-    Configuration: https://github.com/gemini-cli-extensions/dataplex/tree/main?tab=readme-ov-file#configuration
-
-#### Looker
-
-  * For querying Looker instances:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/looker
-    ```
-
-    Configuration: https://github.com/gemini-cli-extensions/looker/tree/main?tab=readme-ov-file#configuration
-
-### Other Database Engines
-
-These extensions are for connecting to database instances not managed by Cloud SQL (e.g., self-hosted on-prem, on a VM, or in another cloud).
-
-  * MySQL:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/mysql
-    ```
-    
-    Configuration: https://github.com/gemini-cli-extensions/mysql/tree/main?tab=readme-ov-file#configuration
-
-    If you are looking for Google Cloud managed MySQL, consider the `cloud-sql-mysql` extension.
-
-  * PostgreSQL:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/postgres
-    ```
-    
-    Configuration: https://github.com/gemini-cli-extensions/postgres/tree/main?tab=readme-ov-file#configuration
-
-    If you are looking for Google Cloud managed PostgreSQL, consider the `cloud-sql-postgresql` or `alloydb` extensions.
-
-  * SQL Server:
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/sql-server
-    ```
-
-    Configuration: https://github.com/gemini-cli-extensions/sql-server/tree/main?tab=readme-ov-file#configuration
-
-    If you are looking for Google Cloud managed SQL Server, consider the `cloud-sql-sqlserver` extension.
-
-### Custom Tools
-
-#### MCP Toolbox
-
-  * For connecting to MCP Toolbox servers:
-
-    This extension can be used with any Google Cloud database to build custom tools. For more information, see the [MCP Toolbox documentation](https://googleapis.github.io/genai-toolbox/getting-started/introduction/).
-    ```bash
-    gemini extensions install https://github.com/gemini-cli-extensions/mcp-toolbox
-    ```
-
-    Configuration: https://github.com/gemini-cli-extensions/mcp-toolbox/tree/main?tab=readme-ov-file#configuration
--- a/README.md
+++ b/README.md
@@ -121,7 +121,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.18.0
+> export VERSION=0.17.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -134,7 +134,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.18.0
+> export VERSION=0.17.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 > chmod +x toolbox
 > ```
@@ -147,7 +147,7 @@ To install Toolbox as a binary:
 >
 > ```sh
 > # see releases page for other versions
-> export VERSION=0.18.0
+> export VERSION=0.17.0
 > curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 > chmod +x toolbox
 > ```
@@ -160,7 +160,7 @@ To install Toolbox as a binary:
 >
 > ```powershell
 > # see releases page for other versions
-> $VERSION = "0.18.0"
+> $VERSION = "0.17.0"
 > Invoke-WebRequest -Uri "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe" -OutFile "toolbox.exe"
 > ```
 >
@@ -173,7 +173,7 @@ You can also install Toolbox as a container:

 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.17.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```

@@ -197,7 +197,7 @@ 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@v0.18.0
+go install github.com/googleapis/genai-toolbox@v0.17.0
 ```
 <!-- {x-release-please-end} -->

@@ -228,9 +228,9 @@ To run Toolbox from binary:
 ./toolbox --tools-file "tools.yaml"
 ```

-> ⓘ Note  
-> Toolbox enables dynamic reloading by default. To disable, use the
-> `--disable-reload` flag.
+ⓘ **NOTE:**  
+Toolbox enables dynamic reloading by default. To disable, use the
+`--disable-reload` flag.

 </details>

@@ -248,9 +248,9 @@ us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION \
 --tools-file "/app/tools.yaml"
 ```

-> ⓘ Note  
-> The `-v` flag mounts your local `tools.yaml` into the container, and `-p` maps
-> the container's port `5000` to your host's port `5000`.
+ⓘ **NOTE:**  
+The `-v` flag mounts your local `tools.yaml` into the container, and `-p` maps
+the container's port `5000` to your host's port `5000`.

 </details>

@@ -265,11 +265,11 @@ and run:
 go run .
 ```

-> ⓘ Note  
-> This command runs the project from source, and is more suitable for development
-> and testing. It does **not** compile a binary into your `$GOPATH`. If you want
-> to compile a binary instead, refer the [Developer
-> Documentation](./DEVELOPER.md#building-the-binary).
+ⓘ **NOTE:**  
+This command runs the project from source, and is more suitable for development
+and testing. It does **not** compile a binary into your `$GOPATH`. If you want
+to compile a binary instead, refer the [Developer
+Documentation](./DEVELOPER.md#building-the-binary).

 </details>

@@ -625,11 +625,13 @@ For more detailed instructions on using the Toolbox Core SDK, see the
    package main
    import (
      "context"
-      "log"
+      "encoding/json"

+      "github.com/firebase/genkit/go/ai"
      "github.com/firebase/genkit/go/genkit"
      "github.com/googleapis/mcp-toolbox-sdk-go/core"
      "github.com/googleapis/mcp-toolbox-sdk-go/tbgenkit"
+      "github.com/invopop/jsonschema"
    )

    func main() {
@@ -637,7 +639,7 @@ For more detailed instructions on using the Toolbox Core SDK, see the
      // Update the url to point to your server
      URL := "http://127.0.0.1:5000"
      ctx := context.Background()
-      g := genkit.Init(ctx)
+      g, err := genkit.Init(ctx)

      client, err := core.NewToolboxClient(URL)

@@ -650,7 +652,6 @@ For more detailed instructions on using the Toolbox Core SDK, see the
      if err != nil {
        log.Fatalf("Failed to convert tool: %v\n", err)
      }
-      log.Printf("Successfully converted tool: %s", genkitTool.Name())
    }
    ```

--- a/cmd/root.go
+++ b/cmd/root.go
@@ -98,10 +98,7 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/firestore/firestorevalidaterules"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/http"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookeradddashboardelement"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookercreateprojectfile"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerconversationalanalytics"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerdeleteprojectfile"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerdevmode"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetdashboards"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetdimensions"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetexplores"
@@ -110,9 +107,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetmeasures"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetmodels"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetparameters"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetprojectfile"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetprojectfiles"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookergetprojects"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerhealthanalyze"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerhealthpulse"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerhealthvacuum"
@@ -122,7 +116,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerquerysql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerqueryurl"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerrunlook"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/looker/lookerupdateprojectfile"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbaggregate"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbdeletemany"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/mongodb/mongodbdeleteone"
@@ -153,11 +146,8 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistavailableextensions"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistinstalledextensions"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslisttables"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgreslistviews"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/postgres/postgressql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/redis"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparkgetbatch"
-	_ "github.com/googleapis/genai-toolbox/internal/tools/serverlessspark/serverlesssparklistbatches"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerexecutesql"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannerlisttables"
 	_ "github.com/googleapis/genai-toolbox/internal/tools/spanner/spannersql"
@@ -199,7 +189,6 @@ import (
 	_ "github.com/googleapis/genai-toolbox/internal/sources/oracle"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/postgres"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/redis"
-	_ "github.com/googleapis/genai-toolbox/internal/sources/serverlessspark"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/spanner"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/sqlite"
 	_ "github.com/googleapis/genai-toolbox/internal/sources/tidb"
--- a/cmd/root_test.go
+++ b/cmd/root_test.go
@@ -1254,7 +1254,6 @@ func TestPrebuiltTools(t *testing.T) {
 	cloudsqlpgobsvconfig, _ := prebuiltconfigs.Get("cloud-sql-postgres-observability")
 	cloudsqlmysqlobsvconfig, _ := prebuiltconfigs.Get("cloud-sql-mysql-observability")
 	cloudsqlmssqlobsvconfig, _ := prebuiltconfigs.Get("cloud-sql-mssql-observability")
-	serverless_spark_config, _ := prebuiltconfigs.Get("serverless-spark")

 	// Set environment variables
 	t.Setenv("API_KEY", "your_api_key")
@@ -1306,9 +1305,6 @@ func TestPrebuiltTools(t *testing.T) {
 	t.Setenv("CLOUD_SQL_MSSQL_PASSWORD", "your_cloudsql_mssql_password")
 	t.Setenv("CLOUD_SQL_POSTGRES_PASSWORD", "your_cloudsql_pg_password")

-	t.Setenv("SERVERLESS_SPARK_PROJECT", "your_gcp_project_id")
-	t.Setenv("SERVERLESS_SPARK_LOCATION", "your_gcp_location")
-
 	t.Setenv("POSTGRES_HOST", "localhost")
 	t.Setenv("POSTGRES_PORT", "5432")
 	t.Setenv("POSTGRES_DATABASE", "your_postgres_db")
@@ -1397,7 +1393,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"alloydb_postgres_database_tools": tools.ToolsetConfig{
 					Name:      "alloydb_postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan"},
 				},
 			},
 		},
@@ -1427,7 +1423,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"cloud_sql_postgres_database_tools": tools.ToolsetConfig{
 					Name:      "cloud_sql_postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan"},
 				},
 			},
 		},
@@ -1461,16 +1457,6 @@ func TestPrebuiltTools(t *testing.T) {
 				},
 			},
 		},
-		{
-			name: "serverless spark prebuilt tools",
-			in:   serverless_spark_config,
-			wantToolset: server.ToolsetConfigs{
-				"serverless_spark_tools": tools.ToolsetConfig{
-					Name:      "serverless_spark_tools",
-					ToolNames: []string{"list_batches", "get_batch"},
-				},
-			},
-		},
 		{
 			name: "firestore prebuilt tools",
 			in:   firestoreconfig,
@@ -1507,7 +1493,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"looker_tools": tools.ToolsetConfig{
 					Name:      "looker_tools",
-					ToolNames: []string{"get_models", "get_explores", "get_dimensions", "get_measures", "get_filters", "get_parameters", "query", "query_sql", "query_url", "get_looks", "run_look", "make_look", "get_dashboards", "make_dashboard", "add_dashboard_element", "health_pulse", "health_analyze", "health_vacuum", "dev_mode", "get_projects", "get_project_files", "get_project_file", "create_project_file", "update_project_file", "delete_project_file"},
+					ToolNames: []string{"get_models", "get_explores", "get_dimensions", "get_measures", "get_filters", "get_parameters", "query", "query_sql", "query_url", "get_looks", "run_look", "make_look", "get_dashboards", "make_dashboard", "add_dashboard_element", "health_pulse", "health_analyze", "health_vacuum"},
 				},
 			},
 		},
@@ -1527,7 +1513,7 @@ func TestPrebuiltTools(t *testing.T) {
 			wantToolset: server.ToolsetConfigs{
 				"postgres_database_tools": tools.ToolsetConfig{
 					Name:      "postgres_database_tools",
-					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan", "list_views"},
+					ToolNames: []string{"execute_sql", "list_tables", "list_active_queries", "list_available_extensions", "list_installed_extensions", "list_autovacuum_configurations", "list_memory_configurations", "list_top_bloated_tables", "list_replication_slots", "list_invalid_indexes", "get_query_plan"},
 				},
 			},
 		},
@@ -1625,72 +1611,3 @@ func TestPrebuiltTools(t *testing.T) {
 		})
 	}
 }
-
-func TestMutuallyExclusiveFlags(t *testing.T) {
-	testCases := []struct {
-		desc      string
-		args      []string
-		errString string
-	}{
-		{
-			desc:      "--prebuilt and --tools-file",
-			args:      []string{"--prebuilt", "alloydb", "--tools-file", "my.yaml"},
-			errString: "--prebuilt and --tools-file/--tools-files/--tools-folder flags cannot be used simultaneously",
-		},
-		{
-			desc:      "--tools-file and --tools-files",
-			args:      []string{"--tools-file", "my.yaml", "--tools-files", "a.yaml,b.yaml"},
-			errString: "--tools-file, --tools-files, and --tools-folder flags cannot be used simultaneously",
-		},
-		{
-			desc:      "--tools-folder and --tools-files",
-			args:      []string{"--tools-folder", "./", "--tools-files", "a.yaml,b.yaml"},
-			errString: "--tools-file, --tools-files, and --tools-folder flags cannot be used simultaneously",
-		},
-	}
-
-	for _, tc := range testCases {
-		t.Run(tc.desc, func(t *testing.T) {
-			cmd := NewCommand()
-			cmd.SetArgs(tc.args)
-			err := cmd.Execute()
-			if err == nil {
-				t.Fatalf("expected an error but got none")
-			}
-			if !strings.Contains(err.Error(), tc.errString) {
-				t.Errorf("expected error message to contain %q, but got %q", tc.errString, err.Error())
-			}
-		})
-	}
-}
-
-func TestFileLoadingErrors(t *testing.T) {
-	t.Run("non-existent tools-file", func(t *testing.T) {
-		cmd := NewCommand()
-		// Use a file that is guaranteed not to exist
-		nonExistentFile := filepath.Join(t.TempDir(), "non-existent-tools.yaml")
-		cmd.SetArgs([]string{"--tools-file", nonExistentFile})
-
-		err := cmd.Execute()
-		if err == nil {
-			t.Fatal("expected an error for non-existent file but got none")
-		}
-		if !strings.Contains(err.Error(), "unable to read tool file") {
-			t.Errorf("expected error about reading file, but got: %v", err)
-		}
-	})
-
-	t.Run("non-existent tools-folder", func(t *testing.T) {
-		cmd := NewCommand()
-		nonExistentFolder := filepath.Join(t.TempDir(), "non-existent-folder")
-		cmd.SetArgs([]string{"--tools-folder", nonExistentFolder})
-
-		err := cmd.Execute()
-		if err == nil {
-			t.Fatal("expected an error for non-existent folder but got none")
-		}
-		if !strings.Contains(err.Error(), "unable to access tools folder") {
-			t.Errorf("expected error about accessing folder, but got: %v", err)
-		}
-	})
-}
--- a/cmd/version.txt
+++ b/cmd/version.txt
@@ -1 +1 @@
-0.18.0
+0.17.0
--- a/docs/en/getting-started/colab_quickstart.ipynb
+++ b/docs/en/getting-started/colab_quickstart.ipynb
@@ -234,7 +234,7 @@
      },
      "outputs": [],
      "source": [
-        "version = \"0.18.0\" # x-release-please-version\n",
+        "version = \"0.17.0\" # 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
@@ -86,7 +86,7 @@ following instructions for your OS and CPU architecture.
 To install Toolbox as a binary on Linux (AMD64):
 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.17.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/linux/amd64/toolbox
 chmod +x toolbox
 ```
@@ -95,7 +95,7 @@ chmod +x toolbox
 To install Toolbox as a binary on macOS (Apple Silicon):
 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.17.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/arm64/toolbox
 chmod +x toolbox
 ```
@@ -104,7 +104,7 @@ chmod +x toolbox
 To install Toolbox as a binary on macOS (Intel):
 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.17.0
 curl -L -o toolbox https://storage.googleapis.com/genai-toolbox/v$VERSION/darwin/amd64/toolbox
 chmod +x toolbox
 ```
@@ -113,7 +113,7 @@ chmod +x toolbox
 To install Toolbox as a binary on Windows (AMD64):
 ```powershell
 # see releases page for other versions
-$VERSION = "0.18.0"
+$VERSION = "0.17.0"
 Invoke-WebRequest -Uri "https://storage.googleapis.com/genai-toolbox/v$VERSION/windows/amd64/toolbox.exe" -OutFile "toolbox.exe"
 ```
 {{% /tab %}}
@@ -124,7 +124,7 @@ You can also install Toolbox as a container:

 ```sh
 # see releases page for other versions
-export VERSION=0.18.0
+export VERSION=0.17.0
 docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
 ```

@@ -143,7 +143,7 @@ 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@v0.18.0
+go install github.com/googleapis/genai-toolbox@v0.17.0
 ```

 {{% /tab %}}
--- a/docs/en/getting-started/introduction/architecture.png
+++ b/docs/en/getting-started/introduction/architecture.png
--- 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/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->

--- a/docs/en/getting-started/quickstart/go/genAI/go.mod
+++ b/docs/en/getting-started/quickstart/go/genAI/go.mod
@@ -4,7 +4,7 @@ go 1.24.6

 require (
 	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
-	google.golang.org/genai v1.31.0
+	google.golang.org/genai v1.28.0
 )

 require (
--- a/docs/en/getting-started/quickstart/go/genAI/go.sum
+++ b/docs/en/getting-started/quickstart/go/genAI/go.sum
@@ -102,8 +102,8 @@ golang.org/x/time v0.12.0 h1:ScB/8o8olJvc+CQPWrK3fPZNfh7qgwCrY0zJmoEQLSE=
 golang.org/x/time v0.12.0/go.mod h1:CDIdPxbZBQxdj6cxyCIdrNogrJKMJ7pr37NYpMcMDSg=
 google.golang.org/api v0.248.0 h1:hUotakSkcwGdYUqzCRc5yGYsg4wXxpkKlW5ryVqvC1Y=
 google.golang.org/api v0.248.0/go.mod h1:yAFUAF56Li7IuIQbTFoLwXTCI6XCFKueOlS7S9e4F9k=
-google.golang.org/genai v1.31.0 h1:R7xDt/Dosz11vcXbZ4IgisGnzUGGau2PZOIOAnXsYjw=
-google.golang.org/genai v1.31.0/go.mod h1:7pAilaICJlQBonjKKJNhftDFv3SREhZcTe9F6nRcjbg=
+google.golang.org/genai v1.28.0 h1:6qpUWFH3PkHPhxNnu3wjaCVJ6Jri1EIR7ks07f9IpIk=
+google.golang.org/genai v1.28.0/go.mod h1:7pAilaICJlQBonjKKJNhftDFv3SREhZcTe9F6nRcjbg=
 google.golang.org/genproto v0.0.0-20250603155806-513f23925822 h1:rHWScKit0gvAPuOnu87KpaYtjK5zBMLcULh7gxkCXu4=
 google.golang.org/genproto v0.0.0-20250603155806-513f23925822/go.mod h1:HubltRL7rMh0LfnQPkMH4NPDFEWp0jw3vixw7jEM53s=
 google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c h1:AtEkQdl5b6zsybXcbz00j1LwNodDuH6hVifIaNqk7NQ=
--- a/docs/en/getting-started/quickstart/go/genkit/go.mod
+++ b/docs/en/getting-started/quickstart/go/genkit/go.mod
@@ -3,22 +3,22 @@ module genkit-quickstart
 go 1.24.6

 require (
-	github.com/firebase/genkit/go v1.1.0
-	github.com/googleapis/mcp-toolbox-sdk-go v0.3.1-0.20251021051241-eb73e0c6c414
+	github.com/firebase/genkit/go v0.6.2
+	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
 )

 require (
 	cloud.google.com/go v0.121.6 // indirect
-	cloud.google.com/go/auth v0.17.0 // indirect
+	cloud.google.com/go/auth v0.16.5 // indirect
 	cloud.google.com/go/auth/oauth2adapt v0.2.8 // indirect
-	cloud.google.com/go/compute/metadata v0.9.0 // indirect
+	cloud.google.com/go/compute/metadata v0.8.0 // indirect
 	github.com/bahlo/generic-list-go v0.2.0 // indirect
 	github.com/buger/jsonparser v1.1.1 // indirect
 	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/goccy/go-yaml v1.17.1 // indirect
-	github.com/google/dotprompt/go v0.0.0-20251014011017-8d056e027254 // indirect
+	github.com/google/dotprompt/go v0.0.0-20250611200215-bb73406b05ca // indirect
 	github.com/google/go-cmp v0.7.0 // indirect
 	github.com/google/s2a-go v0.1.9 // indirect
 	github.com/google/uuid v1.6.0 // indirect
@@ -32,22 +32,21 @@ require (
 	github.com/xeipuuv/gojsonpointer v0.0.0-20190905194746-02993c407bfb // indirect
 	github.com/xeipuuv/gojsonreference v0.0.0-20180127040603-bd5ef7bd5415 // indirect
 	github.com/xeipuuv/gojsonschema v1.2.0 // indirect
-	github.com/yosida95/uritemplate/v3 v3.0.2 // indirect
 	go.opentelemetry.io/auto/sdk v1.1.0 // indirect
 	go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 // indirect
-	go.opentelemetry.io/otel v1.37.0 // indirect
-	go.opentelemetry.io/otel/metric v1.37.0 // indirect
-	go.opentelemetry.io/otel/sdk v1.37.0 // indirect
-	go.opentelemetry.io/otel/trace v1.37.0 // indirect
-	golang.org/x/crypto v0.42.0 // indirect
-	golang.org/x/net v0.44.0 // indirect
-	golang.org/x/oauth2 v0.32.0 // indirect
-	golang.org/x/sys v0.36.0 // indirect
-	golang.org/x/text v0.29.0 // indirect
-	google.golang.org/api v0.252.0 // indirect
-	google.golang.org/genai v1.30.0 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20251002232023-7c0ddcbb5797 // indirect
-	google.golang.org/grpc v1.75.1 // indirect
-	google.golang.org/protobuf v1.36.10 // indirect
+	go.opentelemetry.io/otel v1.36.0 // indirect
+	go.opentelemetry.io/otel/metric v1.36.0 // indirect
+	go.opentelemetry.io/otel/sdk v1.36.0 // indirect
+	go.opentelemetry.io/otel/trace v1.36.0 // indirect
+	golang.org/x/crypto v0.41.0 // indirect
+	golang.org/x/net v0.43.0 // indirect
+	golang.org/x/oauth2 v0.30.0 // indirect
+	golang.org/x/sys v0.35.0 // indirect
+	golang.org/x/text v0.28.0 // indirect
+	google.golang.org/api v0.248.0 // indirect
+	google.golang.org/genai v1.11.1 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c // indirect
+	google.golang.org/grpc v1.74.2 // indirect
+	google.golang.org/protobuf v1.36.7 // indirect
 	gopkg.in/yaml.v3 v3.0.1 // indirect
 )
--- a/docs/en/getting-started/quickstart/go/genkit/go.sum
+++ b/docs/en/getting-started/quickstart/go/genkit/go.sum
@@ -2,22 +2,22 @@ cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
 cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
 cloud.google.com/go v0.121.6 h1:waZiuajrI28iAf40cWgycWNgaXPO06dupuS+sgibK6c=
 cloud.google.com/go v0.121.6/go.mod h1:coChdst4Ea5vUpiALcYKXEpR1S9ZgXbhEzzMcMR66vI=
-cloud.google.com/go/auth v0.17.0 h1:74yCm7hCj2rUyyAocqnFzsAYXgJhrG26XCFimrc/Kz4=
-cloud.google.com/go/auth v0.17.0/go.mod h1:6wv/t5/6rOPAX4fJiRjKkJCvswLwdet7G8+UGXt7nCQ=
+cloud.google.com/go/auth v0.16.5 h1:mFWNQ2FEVWAliEQWpAdH80omXFokmrnbDhUS9cBywsI=
+cloud.google.com/go/auth v0.16.5/go.mod h1:utzRfHMP+Vv0mpOkTRQoWD2q3BatTOoWbA7gCc2dUhQ=
 cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
-cloud.google.com/go/compute/metadata v0.9.0 h1:pDUj4QMoPejqq20dK0Pg2N4yG9zIkYGdBtwLoEkH9Zs=
-cloud.google.com/go/compute/metadata v0.9.0/go.mod h1:E0bWwX5wTnLPedCKqk3pJmVgCBSM6qQI1yTBdEb3C10=
+cloud.google.com/go/compute/metadata v0.8.0 h1:HxMRIbao8w17ZX6wBnjhcDkW6lTFpgcaobyVfZWqRLA=
+cloud.google.com/go/compute/metadata v0.8.0/go.mod h1:sYOGTp851OV9bOFJ9CH7elVvyzopvWQFNNghtDQ/Biw=
 cloud.google.com/go/iam v1.5.2 h1:qgFRAGEmd8z6dJ/qyEchAuL9jpswyODjA2lS+w234g8=
 cloud.google.com/go/iam v1.5.2/go.mod h1:SE1vg0N81zQqLzQEwxL2WI6yhetBdbNQuTvIKCSkUHE=
 cloud.google.com/go/monitoring v1.24.2 h1:5OTsoJ1dXYIiMiuL+sYscLc9BumrL3CarVLL7dd7lHM=
 cloud.google.com/go/monitoring v1.24.2/go.mod h1:x7yzPWcgDRnPEv3sI+jJGBkwl5qINf+6qY4eq0I9B4U=
-cloud.google.com/go/secretmanager v1.16.0 h1:19QT7ZsLJ8FSP1k+4esQvuCD7npMJml6hYzilxVyT+k=
-cloud.google.com/go/secretmanager v1.16.0/go.mod h1://C/e4I8D26SDTz1f3TQcddhcmiC3rMEl0S1Cakvs3Q=
-cloud.google.com/go/storage v1.57.0 h1:4g7NB7Ta7KetVbOMpCqy89C+Vg5VE8scqlSHUPm7Rds=
-cloud.google.com/go/storage v1.57.0/go.mod h1:329cwlpzALLgJuu8beyJ/uvQznDHpa2U5lGjWednkzg=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0 h1:UQUsRi8WTzhZntp5313l+CHIAT95ojUI2lpP/ExlZa4=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0/go.mod h1:Cz6ft6Dkn3Et6l2v2a9/RpN7epQ1GtDlO6lj8bEcOvw=
+cloud.google.com/go/secretmanager v1.15.0 h1:RtkCMgTpaBMbzozcRUGfZe46jb9a3qh5EdEtVRUATF8=
+cloud.google.com/go/secretmanager v1.15.0/go.mod h1:1hQSAhKK7FldiYw//wbR/XPfPc08eQ81oBsnRUHEvUc=
+cloud.google.com/go/storage v1.56.1 h1:n6gy+yLnHn0hTwBFzNn8zJ1kqWfR91wzdM8hjRF4wP0=
+cloud.google.com/go/storage v1.56.1/go.mod h1:C9xuCZgFl3buo2HZU/1FncgvvOgTAs/rnh4gF4lMg0s=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0 h1:ErKg/3iS1AKcTkf3yixlZ54f9U1rljCkQyEXWUnIUxc=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0/go.mod h1:yAZHSGnqScoU556rBOVkwLze6WP5N+U11RHuWaGVxwY=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0 h1:owcC2UnmsZycprQ5RfRgjydWhuoxg71LUfyiQdijZuM=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0/go.mod h1:ZPpqegjbE99EPKsu3iUWV22A04wzGPcAY/ziSIQEEgs=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0 h1:Ron4zCA/yk6U7WOBXhTJcDpsUBG9npumK6xw2auFltQ=
@@ -40,10 +40,10 @@ github.com/envoyproxy/protoc-gen-validate v1.2.1 h1:DEo3O99U8j4hBFwbJfrz9VtgcDfU
 github.com/envoyproxy/protoc-gen-validate v1.2.1/go.mod h1:d/C80l/jxXLdfEIhX1W2TmLfsJ31lvEjwamM4DxlWXU=
 github.com/felixge/httpsnoop v1.0.4 h1:NFTV2Zj1bL4mc9sqWACXbQFVBBg2W3GPvqp8/ESS2Wg=
 github.com/felixge/httpsnoop v1.0.4/go.mod h1:m8KPJKqk1gH5J9DgRY2ASl2lWCfGKXixSwevea8zH2U=
-github.com/firebase/genkit/go v1.1.0 h1:SQqzQt19gEubvUUCFV98TARFAzD30zT3QhseF3oTKqo=
-github.com/firebase/genkit/go v1.1.0/go.mod h1:ru1cIuxG1s3HeUjhnadVveDJ1yhinj+j+uUh0f0pyxE=
-github.com/go-jose/go-jose/v4 v4.1.1 h1:JYhSgy4mXXzAdF3nUx3ygx347LRXJRrpgyU3adRmkAI=
-github.com/go-jose/go-jose/v4 v4.1.1/go.mod h1:BdsZGqgdO3b6tTc6LSE56wcDbMMLuPsw5d4ZD5f94kA=
+github.com/firebase/genkit/go v0.6.2 h1:FaVJtcprfXZz0gXTtARJqUiovu/R2wuJycNn/18aNMc=
+github.com/firebase/genkit/go v0.6.2/go.mod h1:blRYK6oNgwBDX6F+gInACru6q527itviv+xruiMSUuU=
+github.com/go-jose/go-jose/v4 v4.1.0 h1:cYSYxd3pw5zd2FSXk2vGdn9igQU2PS8MuxrCOCl0FdY=
+github.com/go-jose/go-jose/v4 v4.1.0/go.mod h1:GG/vqmYm3Von2nYiB2vGTXzdoNKE5tix5tuc6iAd+sw=
 github.com/go-logr/logr v1.2.2/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A=
 github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
 github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
@@ -53,8 +53,8 @@ github.com/goccy/go-yaml v1.17.1 h1:LI34wktB2xEE3ONG/2Ar54+/HJVBriAGJ55PHls4YuY=
 github.com/goccy/go-yaml v1.17.1/go.mod h1:XBurs7gK8ATbW4ZPGKgcbrY1Br56PdM69F7LkFRi1kA=
 github.com/golang/protobuf v1.5.4 h1:i7eJL8qZTpSEXOPTxNKhASYpMn+8e5Q6AdndVa1dWek=
 github.com/golang/protobuf v1.5.4/go.mod h1:lnTiLA8Wa4RWRcIUkrtSVa5nRhsEGBg48fD6rSs7xps=
-github.com/google/dotprompt/go v0.0.0-20251014011017-8d056e027254 h1:okN800+zMJOGHLJCgry+OGzhhtH6YrjQh1rluHmOacE=
-github.com/google/dotprompt/go v0.0.0-20251014011017-8d056e027254/go.mod h1:k8cjJAQWc//ac/bMnzItyOFbfT01tgRTZGgxELCuxEQ=
+github.com/google/dotprompt/go v0.0.0-20250611200215-bb73406b05ca h1:LuQ8KS5N04c37jyaq6jelLdNi0GfI6QJb8lpnYaDW9Y=
+github.com/google/dotprompt/go v0.0.0-20250611200215-bb73406b05ca/go.mod h1:dnIk+MSMnipm9uZyPIgptq7I39aDxyjBiaev/OG0W0Y=
 github.com/google/go-cmp v0.7.0 h1:wk8382ETsv4JYUZwIsn6YpYiWiBsYLSJiTsyBybVuN8=
 github.com/google/go-cmp v0.7.0/go.mod h1:pXiqmnSA92OHEEa9HXL2W4E7lf9JzCmGVUdgjX3N/iU=
 github.com/google/s2a-go v0.1.9 h1:LGD7gtMgezd8a/Xak7mEWL0PjoTQFvpRudN895yqKW0=
@@ -65,8 +65,8 @@ github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU
 github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
 github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
 github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
-github.com/googleapis/mcp-toolbox-sdk-go v0.3.1-0.20251021051241-eb73e0c6c414 h1:7eZIPHungb5tmLtlsuEdIfdi8ltZPIwHFmnZn6hhcwI=
-github.com/googleapis/mcp-toolbox-sdk-go v0.3.1-0.20251021051241-eb73e0c6c414/go.mod h1:kdrSVCmbJc0JcLw5MnEKR8WQdT8pTT3duj4B0lktghA=
+github.com/googleapis/mcp-toolbox-sdk-go v0.3.0 h1:m/en3Pp3iGc99SYejUS9iQ01QXsDKMVA+Z456P6mAxY=
+github.com/googleapis/mcp-toolbox-sdk-go v0.3.0/go.mod h1:DYgNeEV9WHpesG9O2Esr0o+s7Nag0H3h3U2JstK1g6I=
 github.com/gorilla/websocket v1.5.3 h1:saDtZ6Pbx/0u+bgYQ3q96pZgCzfhKXGPqt7kZ72aNNg=
 github.com/gorilla/websocket v1.5.3/go.mod h1:YR8l580nyteQvAITg2hZ9XVh4b55+EU/adAjf1fMHhE=
 github.com/invopop/jsonschema v0.13.0 h1:KvpoAJWEjR3uD9Kbm2HWJmqsEaHt8lBUpd0qHcIi21E=
@@ -90,8 +90,8 @@ github.com/spiffe/go-spiffe/v2 v2.5.0 h1:N2I01KCUkv1FAjZXJMwh95KK1ZIQLYbPfhaxw8W
 github.com/spiffe/go-spiffe/v2 v2.5.0/go.mod h1:P+NxobPc6wXhVtINNtFjNWGBTreew1GBUCwT2wPmb7g=
 github.com/stretchr/objx v0.1.0/go.mod h1:HFkY916IF+rwdDfMAkV7OtwuqBVzrE8GR6GFx+wExME=
 github.com/stretchr/testify v1.3.0/go.mod h1:M5WIy9Dh21IEIfnGCwXGc5bZfKNJtfHm1UVUgZn+9EI=
-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/stretchr/testify v1.10.0 h1:Xv5erBjTwe/5IxqUQTdXv5kgmIvbHo3QQyRwhJsOfJA=
+github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
 github.com/wk8/go-ordered-map/v2 v2.1.8 h1:5h/BUHu93oj4gIdvHHHGsScSTMijfx5PeYkE/fJgbpc=
 github.com/wk8/go-ordered-map/v2 v2.1.8/go.mod h1:5nJHM5DyteebpVlHnWMV0rPz6Zp7+xBAnxjb1X5vnTw=
 github.com/xeipuuv/gojsonpointer v0.0.0-20180127040702-4e3ac2762d5f/go.mod h1:N2zxlSyiKSe5eX1tZViRH5QA0qijqEDrYZiPEAiq3wU=
@@ -101,8 +101,6 @@ github.com/xeipuuv/gojsonreference v0.0.0-20180127040603-bd5ef7bd5415 h1:EzJWgHo
 github.com/xeipuuv/gojsonreference v0.0.0-20180127040603-bd5ef7bd5415/go.mod h1:GwrjFmJcFw6At/Gs6z4yjiIwzuJ1/+UwLxMQDVQXShQ=
 github.com/xeipuuv/gojsonschema v1.2.0 h1:LhYJRs+L4fBtjZUfuSZIKGeVu0QRy8e5Xi7D17UxZ74=
 github.com/xeipuuv/gojsonschema v1.2.0/go.mod h1:anYRn/JVcOK2ZgGU+IjEV4nwlhoK5sQluxsYJ78Id3Y=
-github.com/yosida95/uritemplate/v3 v3.0.2 h1:Ed3Oyj9yrmi9087+NczuL5BwkIc4wvTb5zIM+UJPGz4=
-github.com/yosida95/uritemplate/v3 v3.0.2/go.mod h1:ILOh0sOhIJR3+L/8afwt/kE++YT040gmv5BQTMR2HP4=
 github.com/zeebo/errs v1.4.0 h1:XNdoD/RRMKP7HD0UhJnIzUy74ISdGGxURlYG8HSWSfM=
 github.com/zeebo/errs v1.4.0/go.mod h1:sgbWHsvVuTPHcqJJGQ1WhI5KbWlHYz+2+2C/LSEtCw4=
 go.opentelemetry.io/auto/sdk v1.1.0 h1:cH53jehLUN6UFLY71z+NDOiNJqDdPRaXzTel0sJySYA=
@@ -113,48 +111,46 @@ go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.6
 go.opentelemetry.io/contrib/instrumentation/google.golang.org/grpc/otelgrpc v0.61.0/go.mod h1:snMWehoOh2wsEwnvvwtDyFCxVeDAODenXHtn5vzrKjo=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0 h1:F7Jx+6hwnZ41NSFTO5q4LYDtJRXBf2PD0rNBkeB/lus=
 go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp v0.61.0/go.mod h1:UHB22Z8QsdRDrnAtX4PntOl36ajSxcdUMt1sF7Y6E7Q=
-go.opentelemetry.io/otel v1.37.0 h1:9zhNfelUvx0KBfu/gb+ZgeAfAgtWrfHJZcAqFC228wQ=
-go.opentelemetry.io/otel v1.37.0/go.mod h1:ehE/umFRLnuLa/vSccNq9oS1ErUlkkK71gMcN34UG8I=
-go.opentelemetry.io/otel/metric v1.37.0 h1:mvwbQS5m0tbmqML4NqK+e3aDiO02vsf/WgbsdpcPoZE=
-go.opentelemetry.io/otel/metric v1.37.0/go.mod h1:04wGrZurHYKOc+RKeye86GwKiTb9FKm1WHtO+4EVr2E=
-go.opentelemetry.io/otel/sdk v1.37.0 h1:ItB0QUqnjesGRvNcmAcU0LyvkVyGJ2xftD29bWdDvKI=
-go.opentelemetry.io/otel/sdk v1.37.0/go.mod h1:VredYzxUvuo2q3WRcDnKDjbdvmO0sCzOvVAiY+yUkAg=
-go.opentelemetry.io/otel/sdk/metric v1.37.0 h1:90lI228XrB9jCMuSdA0673aubgRobVZFhbjxHHspCPc=
-go.opentelemetry.io/otel/sdk/metric v1.37.0/go.mod h1:cNen4ZWfiD37l5NhS+Keb5RXVWZWpRE+9WyVCpbo5ps=
-go.opentelemetry.io/otel/trace v1.37.0 h1:HLdcFNbRQBE2imdSEgm/kwqmQj1Or1l/7bW6mxVK7z4=
-go.opentelemetry.io/otel/trace v1.37.0/go.mod h1:TlgrlQ+PtQO5XFerSPUYG0JSgGyryXewPGyayAWSBS0=
+go.opentelemetry.io/otel v1.36.0 h1:UumtzIklRBY6cI/lllNZlALOF5nNIzJVb16APdvgTXg=
+go.opentelemetry.io/otel v1.36.0/go.mod h1:/TcFMXYjyRNh8khOAO9ybYkqaDBb/70aVwkNML4pP8E=
+go.opentelemetry.io/otel/metric v1.36.0 h1:MoWPKVhQvJ+eeXWHFBOPoBOi20jh6Iq2CcCREuTYufE=
+go.opentelemetry.io/otel/metric v1.36.0/go.mod h1:zC7Ks+yeyJt4xig9DEw9kuUFe5C3zLbVjV2PzT6qzbs=
+go.opentelemetry.io/otel/sdk v1.36.0 h1:b6SYIuLRs88ztox4EyrvRti80uXIFy+Sqzoh9kFULbs=
+go.opentelemetry.io/otel/sdk v1.36.0/go.mod h1:+lC+mTgD+MUWfjJubi2vvXWcVxyr9rmlshZni72pXeY=
+go.opentelemetry.io/otel/sdk/metric v1.36.0 h1:r0ntwwGosWGaa0CrSt8cuNuTcccMXERFwHX4dThiPis=
+go.opentelemetry.io/otel/sdk/metric v1.36.0/go.mod h1:qTNOhFDfKRwX0yXOqJYegL5WRaW376QbB7P4Pb0qva4=
+go.opentelemetry.io/otel/trace v1.36.0 h1:ahxWNuqZjpdiFAyrIoQ4GIiAIhxAunQR6MUoKrsNd4w=
+go.opentelemetry.io/otel/trace v1.36.0/go.mod h1:gQ+OnDZzrybY4k4seLzPAWNwVBBVlF2szhehOBB/tGA=
 go.uber.org/goleak v1.3.0 h1:2K3zAYmnTNqV73imy9J1T3WC+gmCePx2hEGkimedGto=
 go.uber.org/goleak v1.3.0/go.mod h1:CoHD4mav9JJNrW/WLlf7HGZPjdw8EucARQHekz1X6bE=
-golang.org/x/crypto v0.42.0 h1:chiH31gIWm57EkTXpwnqf8qeuMUi0yekh6mT2AvFlqI=
-golang.org/x/crypto v0.42.0/go.mod h1:4+rDnOTJhQCx2q7/j6rAN5XDw8kPjeaXEUR2eL94ix8=
-golang.org/x/net v0.44.0 h1:evd8IRDyfNBMBTTY5XRF1vaZlD+EmWx6x8PkhR04H/I=
-golang.org/x/net v0.44.0/go.mod h1:ECOoLqd5U3Lhyeyo/QDCEVQ4sNgYsqvCZ722XogGieY=
-golang.org/x/oauth2 v0.32.0 h1:jsCblLleRMDrxMN29H3z/k1KliIvpLgCkE6R8FXXNgY=
-golang.org/x/oauth2 v0.32.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
-golang.org/x/sync v0.17.0 h1:l60nONMj9l5drqw6jlhIELNv9I0A4OFgRsG9k2oT9Ug=
-golang.org/x/sync v0.17.0/go.mod h1:9KTHXmSnoGruLpwFjVSX0lNNA75CykiMECbovNTZqGI=
-golang.org/x/sys v0.36.0 h1:KVRy2GtZBrk1cBYA7MKu5bEZFxQk4NIDV6RLVcC8o0k=
-golang.org/x/sys v0.36.0/go.mod h1:OgkHotnGiDImocRcuBABYBEXf8A9a87e/uXjp9XT3ks=
-golang.org/x/text v0.29.0 h1:1neNs90w9YzJ9BocxfsQNHKuAT4pkghyXc4nhZ6sJvk=
-golang.org/x/text v0.29.0/go.mod h1:7MhJOA9CD2qZyOKYazxdYMF85OwPdEr9jTtBpO7ydH4=
-golang.org/x/time v0.13.0 h1:eUlYslOIt32DgYD6utsuUeHs4d7AsEYLuIAdg7FlYgI=
-golang.org/x/time v0.13.0/go.mod h1:eL/Oa2bBBK0TkX57Fyni+NgnyQQN4LitPmob2Hjnqw4=
-gonum.org/v1/gonum v0.16.0 h1:5+ul4Swaf3ESvrOnidPp4GZbzf0mxVQpDCYUQE7OJfk=
-gonum.org/v1/gonum v0.16.0/go.mod h1:fef3am4MQ93R2HHpKnLk4/Tbh/s0+wqD5nfa6Pnwy4E=
-google.golang.org/api v0.252.0 h1:xfKJeAJaMwb8OC9fesr369rjciQ704AjU/psjkKURSI=
-google.golang.org/api v0.252.0/go.mod h1:dnHOv81x5RAmumZ7BWLShB/u7JZNeyalImxHmtTHxqw=
-google.golang.org/genai v1.30.0 h1:7021aneIvl24nEBLbtQFEWleHsMbjzpcQvkT4WcJ1dc=
-google.golang.org/genai v1.30.0/go.mod h1:7pAilaICJlQBonjKKJNhftDFv3SREhZcTe9F6nRcjbg=
+golang.org/x/crypto v0.41.0 h1:WKYxWedPGCTVVl5+WHSSrOBT0O8lx32+zxmHxijgXp4=
+golang.org/x/crypto v0.41.0/go.mod h1:pO5AFd7FA68rFak7rOAGVuygIISepHftHnr8dr6+sUc=
+golang.org/x/net v0.43.0 h1:lat02VYK2j4aLzMzecihNvTlJNQUq316m2Mr9rnM6YE=
+golang.org/x/net v0.43.0/go.mod h1:vhO1fvI4dGsIjh73sWfUVjj3N7CA9WkKJNQm2svM6Jg=
+golang.org/x/oauth2 v0.30.0 h1:dnDm7JmhM45NNpd8FDDeLhK6FwqbOf4MLCM9zb1BOHI=
+golang.org/x/oauth2 v0.30.0/go.mod h1:B++QgG3ZKulg6sRPGD/mqlHQs5rB3Ml9erfeDY7xKlU=
+golang.org/x/sync v0.16.0 h1:ycBJEhp9p4vXvUZNszeOq0kGTPghopOL8q0fq3vstxw=
+golang.org/x/sync v0.16.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
+golang.org/x/sys v0.35.0 h1:vz1N37gP5bs89s7He8XuIYXpyY0+QlsKmzipCbUtyxI=
+golang.org/x/sys v0.35.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
+golang.org/x/text v0.28.0 h1:rhazDwis8INMIwQ4tpjLDzUhx6RlXqZNPEM0huQojng=
+golang.org/x/text v0.28.0/go.mod h1:U8nCwOR8jO/marOQ0QbDiOngZVEBB7MAiitBuMjXiNU=
+golang.org/x/time v0.12.0 h1:ScB/8o8olJvc+CQPWrK3fPZNfh7qgwCrY0zJmoEQLSE=
+golang.org/x/time v0.12.0/go.mod h1:CDIdPxbZBQxdj6cxyCIdrNogrJKMJ7pr37NYpMcMDSg=
+google.golang.org/api v0.248.0 h1:hUotakSkcwGdYUqzCRc5yGYsg4wXxpkKlW5ryVqvC1Y=
+google.golang.org/api v0.248.0/go.mod h1:yAFUAF56Li7IuIQbTFoLwXTCI6XCFKueOlS7S9e4F9k=
+google.golang.org/genai v1.11.1 h1:MgI2JVDaIQ1YMuzKFwgPciB+K6kQ8MCBMVL9u7Oa8qw=
+google.golang.org/genai v1.11.1/go.mod h1:HFXR1zT3LCdLxd/NW6IOSCczOYyRAxwaShvYbgPSeVw=
 google.golang.org/genproto v0.0.0-20250603155806-513f23925822 h1:rHWScKit0gvAPuOnu87KpaYtjK5zBMLcULh7gxkCXu4=
 google.golang.org/genproto v0.0.0-20250603155806-513f23925822/go.mod h1:HubltRL7rMh0LfnQPkMH4NPDFEWp0jw3vixw7jEM53s=
 google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c h1:AtEkQdl5b6zsybXcbz00j1LwNodDuH6hVifIaNqk7NQ=
 google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c/go.mod h1:ea2MjsO70ssTfCjiwHgI0ZFqcw45Ksuk2ckf9G468GA=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251002232023-7c0ddcbb5797 h1:CirRxTOwnRWVLKzDNrs0CXAaVozJoR4G9xvdRecrdpk=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251002232023-7c0ddcbb5797/go.mod h1:HSkG/KdJWusxU1F6CNrwNDjBMgisKxGnc5dAZfT0mjQ=
-google.golang.org/grpc v1.75.1 h1:/ODCNEuf9VghjgO3rqLcfg8fiOP0nSluljWFlDxELLI=
-google.golang.org/grpc v1.75.1/go.mod h1:JtPAzKiq4v1xcAB2hydNlWI2RnF85XXcV0mhKXr2ecQ=
-google.golang.org/protobuf v1.36.10 h1:AYd7cD/uASjIL6Q9LiTjz8JLcrh/88q5UObnmY3aOOE=
-google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c h1:qXWI/sQtv5UKboZ/zUk7h+mrf/lXORyI+n9DKDAusdg=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c/go.mod h1:gw1tLEfykwDz2ET4a12jcXt4couGAm7IwsVaTy0Sflo=
+google.golang.org/grpc v1.74.2 h1:WoosgB65DlWVC9FqI82dGsZhWFNBSLjQ84bjROOpMu4=
+google.golang.org/grpc v1.74.2/go.mod h1:CtQ+BGjaAIXHs/5YS3i473GqwBBa1zGQNevxdeBEXrM=
+google.golang.org/protobuf v1.36.7 h1:IgrO7UwFQGJdRNXH/sQux4R1Dj1WAKcLElzeeRaXV2A=
+google.golang.org/protobuf v1.36.7/go.mod h1:jduwjTPXsFjZGTmRluh+L6NjiWu7pchiJ2/5YcXBHnY=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c/go.mod h1:JHkPIbrfpd72SG/EVd6muEfDQjcINNoR0C8j2r3qZ4Q=
--- a/docs/en/getting-started/quickstart/go/genkit/quickstart.go
+++ b/docs/en/getting-started/quickstart/go/genkit/quickstart.go
@@ -46,7 +46,7 @@ func main() {
 	}

 	// Initialize Genkit
-	g := genkit.Init(ctx,
+	g, err := genkit.Init(ctx,
 		genkit.WithPlugins(&googlegenai.GoogleAI{}),
 		genkit.WithDefaultModel("googleai/gemini-2.0-flash"),
 	)
--- a/docs/en/getting-started/quickstart/go/langchain/go.mod
+++ b/docs/en/getting-started/quickstart/go/langchain/go.mod
@@ -4,7 +4,7 @@ go 1.24.6

 require (
 	github.com/googleapis/mcp-toolbox-sdk-go v0.3.0
-	github.com/tmc/langchaingo v0.1.14
+	github.com/tmc/langchaingo v0.1.13
 )

 require (
--- a/docs/en/getting-started/quickstart/go/langchain/go.sum
+++ b/docs/en/getting-started/quickstart/go/langchain/go.sum
@@ -76,12 +76,10 @@ github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2 h1:Jamvg5psRI
 github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH77koFhYxTK1pcRnkKkqfTogsbg7gZNVY4sRDYZ/4=
 github.com/spiffe/go-spiffe/v2 v2.5.0 h1:N2I01KCUkv1FAjZXJMwh95KK1ZIQLYbPfhaxw8WS0hE=
 github.com/spiffe/go-spiffe/v2 v2.5.0/go.mod h1:P+NxobPc6wXhVtINNtFjNWGBTreew1GBUCwT2wPmb7g=
-github.com/stretchr/objx v0.5.2 h1:xuMeJ0Sdp5ZMRXx/aWO6RZxdr3beISkG5/G/aIRr3pY=
-github.com/stretchr/objx v0.5.2/go.mod h1:FRsXN1f5AsAjCGJKqEizvkpNtU+EGNCLh3NxZ/8L+MA=
 github.com/stretchr/testify v1.10.0 h1:Xv5erBjTwe/5IxqUQTdXv5kgmIvbHo3QQyRwhJsOfJA=
 github.com/stretchr/testify v1.10.0/go.mod h1:r2ic/lqez/lEtzL7wO/rwa5dbSLXVDPFyf8C91i36aY=
-github.com/tmc/langchaingo v0.1.14 h1:o1qWBPigAIuFvrG6cjTFo0cZPFEZ47ZqpOYMjM15yZc=
-github.com/tmc/langchaingo v0.1.14/go.mod h1:aKKYXYoqhIDEv7WKdpnnCLRaqXic69cX9MnDUk72378=
+github.com/tmc/langchaingo v0.1.13 h1:rcpMWBIi2y3B90XxfE4Ao8dhCQPVDMaNPnN5cGB1CaA=
+github.com/tmc/langchaingo v0.1.13/go.mod h1:vpQ5NOIhpzxDfTZK9B6tf2GM/MoaHewPWM5KXXGh7hg=
 github.com/zeebo/errs v1.4.0 h1:XNdoD/RRMKP7HD0UhJnIzUy74ISdGGxURlYG8HSWSfM=
 github.com/zeebo/errs v1.4.0/go.mod h1:sgbWHsvVuTPHcqJJGQ1WhI5KbWlHYz+2+2C/LSEtCw4=
 go.opentelemetry.io/auto/sdk v1.1.0 h1:cH53jehLUN6UFLY71z+NDOiNJqDdPRaXzTel0sJySYA=
--- a/docs/en/getting-started/quickstart/go/openAI/go.sum
+++ b/docs/en/getting-started/quickstart/go/openAI/go.sum
@@ -1,11 +1,15 @@
-cel.dev/expr v0.24.0 h1:56OvJKSH3hDGL0ml5uSxZmz3/3Pq4tJ+fb1unVLAFcY=
-cel.dev/expr v0.24.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
-cloud.google.com/go v0.121.6 h1:waZiuajrI28iAf40cWgycWNgaXPO06dupuS+sgibK6c=
-cloud.google.com/go v0.121.6/go.mod h1:coChdst4Ea5vUpiALcYKXEpR1S9ZgXbhEzzMcMR66vI=
+cel.dev/expr v0.23.0 h1:wUb94w6OYQS4uXraxo9U+wUAs9jT47Xvl4iPgAwM2ss=
+cel.dev/expr v0.23.0/go.mod h1:hLPLo1W4QUmuYdA72RBX06QTs6MXw941piREPl3Yfiw=
+cloud.google.com/go v0.121.1 h1:S3kTQSydxmu1JfLRLpKtxRPA7rSrYPRPEUmL/PavVUw=
+cloud.google.com/go v0.121.1/go.mod h1:nRFlrHq39MNVWu+zESP2PosMWA0ryJw8KUBZ2iZpxbw=
+cloud.google.com/go/auth v0.16.2 h1:QvBAGFPLrDeoiNjyfVunhQ10HKNYuOwZ5noee0M5df4=
+cloud.google.com/go/auth v0.16.2/go.mod h1:sRBas2Y1fB1vZTdurouM0AzuYQBMZinrUYL8EufhtEA=
 cloud.google.com/go/auth v0.16.5 h1:mFWNQ2FEVWAliEQWpAdH80omXFokmrnbDhUS9cBywsI=
 cloud.google.com/go/auth v0.16.5/go.mod h1:utzRfHMP+Vv0mpOkTRQoWD2q3BatTOoWbA7gCc2dUhQ=
 cloud.google.com/go/auth/oauth2adapt v0.2.8 h1:keo8NaayQZ6wimpNSmW5OPc283g65QNIiLpZnkHRbnc=
 cloud.google.com/go/auth/oauth2adapt v0.2.8/go.mod h1:XQ9y31RkqZCcwJWNSx2Xvric3RrU88hAYYbjDWYDL+c=
+cloud.google.com/go/compute/metadata v0.7.0 h1:PBWF+iiAerVNe8UCHxdOt6eHLVc3ydFeOCw78U8ytSU=
+cloud.google.com/go/compute/metadata v0.7.0/go.mod h1:j5MvL9PprKL39t166CoB1uVHfQMs4tFQZZcKwksXUjo=
 cloud.google.com/go/compute/metadata v0.8.0 h1:HxMRIbao8w17ZX6wBnjhcDkW6lTFpgcaobyVfZWqRLA=
 cloud.google.com/go/compute/metadata v0.8.0/go.mod h1:sYOGTp851OV9bOFJ9CH7elVvyzopvWQFNNghtDQ/Biw=
 cloud.google.com/go/iam v1.5.2 h1:qgFRAGEmd8z6dJ/qyEchAuL9jpswyODjA2lS+w234g8=
@@ -14,18 +18,18 @@ cloud.google.com/go/monitoring v1.24.2 h1:5OTsoJ1dXYIiMiuL+sYscLc9BumrL3CarVLL7d
 cloud.google.com/go/monitoring v1.24.2/go.mod h1:x7yzPWcgDRnPEv3sI+jJGBkwl5qINf+6qY4eq0I9B4U=
 cloud.google.com/go/secretmanager v1.15.0 h1:RtkCMgTpaBMbzozcRUGfZe46jb9a3qh5EdEtVRUATF8=
 cloud.google.com/go/secretmanager v1.15.0/go.mod h1:1hQSAhKK7FldiYw//wbR/XPfPc08eQ81oBsnRUHEvUc=
-cloud.google.com/go/storage v1.56.1 h1:n6gy+yLnHn0hTwBFzNn8zJ1kqWfR91wzdM8hjRF4wP0=
-cloud.google.com/go/storage v1.56.1/go.mod h1:C9xuCZgFl3buo2HZU/1FncgvvOgTAs/rnh4gF4lMg0s=
+cloud.google.com/go/storage v1.55.0 h1:NESjdAToN9u1tmhVqhXCaCwYBuvEhZLLv0gBr+2znf0=
+cloud.google.com/go/storage v1.55.0/go.mod h1:ztSmTTwzsdXe5syLVS0YsbFxXuvEmEyZj7v7zChEmuY=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0 h1:ErKg/3iS1AKcTkf3yixlZ54f9U1rljCkQyEXWUnIUxc=
 github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.27.0/go.mod h1:yAZHSGnqScoU556rBOVkwLze6WP5N+U11RHuWaGVxwY=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0 h1:owcC2UnmsZycprQ5RfRgjydWhuoxg71LUfyiQdijZuM=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0/go.mod h1:ZPpqegjbE99EPKsu3iUWV22A04wzGPcAY/ziSIQEEgs=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0 h1:Ron4zCA/yk6U7WOBXhTJcDpsUBG9npumK6xw2auFltQ=
-github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0/go.mod h1:cSgYe11MCNYunTnRXrKiR/tHc0eoKjICUuWpNZoVCOo=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.52.0 h1:QFgWzcdmJlgEAwJz/zePYVJQxfoJGRtgIqZfIUFg5oQ=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.52.0/go.mod h1:ayYHuYU7iNcNtEs1K9k6D/Bju7u1VEHMQm5qQ1n3GtM=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.52.0 h1:wbMd4eG/fOhsCa6+IP8uEDvWF5vl7rNoUWmP5f72Tbs=
+github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.52.0/go.mod h1:gdIm9TxRk5soClCwuB0FtdXsbqtw0aqPwBEurK9tPkw=
 github.com/cespare/xxhash/v2 v2.3.0 h1:UL815xU9SqsFlibzuggzjXhog7bL6oX9BbNZnL2UFvs=
 github.com/cespare/xxhash/v2 v2.3.0/go.mod h1:VGX0DQ3Q6kWi7AoAeZDth3/j3BFtOZR5XLFGgcrjCOs=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443 h1:aQ3y1lwWyqYPiWZThqv1aFbZMiM9vblcSArJRf2Irls=
-github.com/cncf/xds/go v0.0.0-20250501225837-2ac532fd4443/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
+github.com/cncf/xds/go v0.0.0-20250326154945-ae57f3c0d45f h1:C5bqEmzEPLsHm9Mv73lSE9e9bKV23aB1vxOsmZrkl3k=
+github.com/cncf/xds/go v0.0.0-20250326154945-ae57f3c0d45f/go.mod h1:W+zGtBO5Y1IgJhy4+A9GOqVhqLpfZi+vwmdNXUehLA8=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc h1:U9qPSI2PIWSS1VwoXQT9A3Wy9MM3WgvqSxFWenqJduM=
 github.com/davecgh/go-spew v1.1.2-0.20180830191138-d8f796af33cc/go.mod h1:J7Y8YcW2NihsgmVo/mv3lAwl/skON4iLHjSsI+c5H38=
 github.com/envoyproxy/go-control-plane v0.13.4 h1:zEqyPVyku6IvWCFwux4x9RxkLOMUL+1vC9xUFv5l2/M=
@@ -52,8 +56,12 @@ github.com/google/uuid v1.6.0 h1:NIvaJDMOsjHA8n1jAhLSgzrAzy1Hgr+hNrb57e+94F0=
 github.com/google/uuid v1.6.0/go.mod h1:TIyPZe4MgqvfeYDBFedMoGGpEw/LqOeaOT+nhxU+yHo=
 github.com/googleapis/enterprise-certificate-proxy v0.3.6 h1:GW/XbdyBFQ8Qe+YAmFU9uHLo7OnF5tL52HFAgMmyrf4=
 github.com/googleapis/enterprise-certificate-proxy v0.3.6/go.mod h1:MkHOF77EYAE7qfSuSS9PU6g4Nt4e11cnsDUowfwewLA=
+github.com/googleapis/gax-go/v2 v2.14.2 h1:eBLnkZ9635krYIPD+ag1USrOAI0Nr0QYF3+/3GqO0k0=
+github.com/googleapis/gax-go/v2 v2.14.2/go.mod h1:ON64QhlJkhVtSqp4v1uaK92VyZ2gmvDQsweuyLV+8+w=
 github.com/googleapis/gax-go/v2 v2.15.0 h1:SyjDc1mGgZU5LncH8gimWo9lW1DtIfPibOG81vgd/bo=
 github.com/googleapis/gax-go/v2 v2.15.0/go.mod h1:zVVkkxAQHa1RQpg9z2AUCMnKhi0Qld9rcmyfL1OZhoc=
+github.com/googleapis/mcp-toolbox-sdk-go v0.2.0 h1:y242XXymvSDJ84FhDvSqpyjq4bOtRDy6yOxs7QR8etY=
+github.com/googleapis/mcp-toolbox-sdk-go v0.2.0/go.mod h1:Zd5cooy5sH5ThiTwzhKtZZxTkLGbPlqDZ9c8er969Ug=
 github.com/googleapis/mcp-toolbox-sdk-go v0.3.0 h1:m/en3Pp3iGc99SYejUS9iQ01QXsDKMVA+Z456P6mAxY=
 github.com/googleapis/mcp-toolbox-sdk-go v0.3.0/go.mod h1:DYgNeEV9WHpesG9O2Esr0o+s7Nag0H3h3U2JstK1g6I=
 github.com/openai/openai-go v1.12.0 h1:NBQCnXzqOTv5wsgNC36PrFEiskGfO5wccfCWDo9S1U0=
@@ -96,30 +104,46 @@ go.opentelemetry.io/otel/sdk/metric v1.36.0 h1:r0ntwwGosWGaa0CrSt8cuNuTcccMXERFw
 go.opentelemetry.io/otel/sdk/metric v1.36.0/go.mod h1:qTNOhFDfKRwX0yXOqJYegL5WRaW376QbB7P4Pb0qva4=
 go.opentelemetry.io/otel/trace v1.36.0 h1:ahxWNuqZjpdiFAyrIoQ4GIiAIhxAunQR6MUoKrsNd4w=
 go.opentelemetry.io/otel/trace v1.36.0/go.mod h1:gQ+OnDZzrybY4k4seLzPAWNwVBBVlF2szhehOBB/tGA=
+golang.org/x/crypto v0.39.0 h1:SHs+kF4LP+f+p14esP5jAoDpHU8Gu/v9lFRK6IT5imM=
+golang.org/x/crypto v0.39.0/go.mod h1:L+Xg3Wf6HoL4Bn4238Z6ft6KfEpN0tJGo53AAPC632U=
 golang.org/x/crypto v0.41.0 h1:WKYxWedPGCTVVl5+WHSSrOBT0O8lx32+zxmHxijgXp4=
 golang.org/x/crypto v0.41.0/go.mod h1:pO5AFd7FA68rFak7rOAGVuygIISepHftHnr8dr6+sUc=
+golang.org/x/net v0.41.0 h1:vBTly1HeNPEn3wtREYfy4GZ/NECgw2Cnl+nK6Nz3uvw=
+golang.org/x/net v0.41.0/go.mod h1:B/K4NNqkfmg07DQYrbwvSluqCJOOXwUjeb/5lOisjbA=
 golang.org/x/net v0.43.0 h1:lat02VYK2j4aLzMzecihNvTlJNQUq316m2Mr9rnM6YE=
 golang.org/x/net v0.43.0/go.mod h1:vhO1fvI4dGsIjh73sWfUVjj3N7CA9WkKJNQm2svM6Jg=
 golang.org/x/oauth2 v0.30.0 h1:dnDm7JmhM45NNpd8FDDeLhK6FwqbOf4MLCM9zb1BOHI=
 golang.org/x/oauth2 v0.30.0/go.mod h1:B++QgG3ZKulg6sRPGD/mqlHQs5rB3Ml9erfeDY7xKlU=
-golang.org/x/sync v0.16.0 h1:ycBJEhp9p4vXvUZNszeOq0kGTPghopOL8q0fq3vstxw=
-golang.org/x/sync v0.16.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
+golang.org/x/sync v0.15.0 h1:KWH3jNZsfyT6xfAfKiz6MRNmd46ByHDYaZ7KSkCtdW8=
+golang.org/x/sync v0.15.0/go.mod h1:1dzgHSNfp02xaA81J2MS99Qcpr2w7fw1gpm99rleRqA=
+golang.org/x/sys v0.33.0 h1:q3i8TbbEz+JRD9ywIRlyRAQbM0qF7hu24q3teo2hbuw=
+golang.org/x/sys v0.33.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
 golang.org/x/sys v0.35.0 h1:vz1N37gP5bs89s7He8XuIYXpyY0+QlsKmzipCbUtyxI=
 golang.org/x/sys v0.35.0/go.mod h1:BJP2sWEmIv4KK5OTEluFJCKSidICx8ciO85XgH3Ak8k=
+golang.org/x/text v0.26.0 h1:P42AVeLghgTYr4+xUnTRKDMqpar+PtX7KWuNQL21L8M=
+golang.org/x/text v0.26.0/go.mod h1:QK15LZJUUQVJxhz7wXgxSy/CJaTFjd0G+YLonydOVQA=
 golang.org/x/text v0.28.0 h1:rhazDwis8INMIwQ4tpjLDzUhx6RlXqZNPEM0huQojng=
 golang.org/x/text v0.28.0/go.mod h1:U8nCwOR8jO/marOQ0QbDiOngZVEBB7MAiitBuMjXiNU=
 golang.org/x/time v0.12.0 h1:ScB/8o8olJvc+CQPWrK3fPZNfh7qgwCrY0zJmoEQLSE=
 golang.org/x/time v0.12.0/go.mod h1:CDIdPxbZBQxdj6cxyCIdrNogrJKMJ7pr37NYpMcMDSg=
+google.golang.org/api v0.242.0 h1:7Lnb1nfnpvbkCiZek6IXKdJ0MFuAZNAJKQfA1ws62xg=
+google.golang.org/api v0.242.0/go.mod h1:cOVEm2TpdAGHL2z+UwyS+kmlGr3bVWQQ6sYEqkKje50=
 google.golang.org/api v0.248.0 h1:hUotakSkcwGdYUqzCRc5yGYsg4wXxpkKlW5ryVqvC1Y=
 google.golang.org/api v0.248.0/go.mod h1:yAFUAF56Li7IuIQbTFoLwXTCI6XCFKueOlS7S9e4F9k=
-google.golang.org/genproto v0.0.0-20250603155806-513f23925822 h1:rHWScKit0gvAPuOnu87KpaYtjK5zBMLcULh7gxkCXu4=
-google.golang.org/genproto v0.0.0-20250603155806-513f23925822/go.mod h1:HubltRL7rMh0LfnQPkMH4NPDFEWp0jw3vixw7jEM53s=
-google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c h1:AtEkQdl5b6zsybXcbz00j1LwNodDuH6hVifIaNqk7NQ=
-google.golang.org/genproto/googleapis/api v0.0.0-20250818200422-3122310a409c/go.mod h1:ea2MjsO70ssTfCjiwHgI0ZFqcw45Ksuk2ckf9G468GA=
+google.golang.org/genproto v0.0.0-20250505200425-f936aa4a68b2 h1:1tXaIXCracvtsRxSBsYDiSBN0cuJvM7QYW+MrpIRY78=
+google.golang.org/genproto v0.0.0-20250505200425-f936aa4a68b2/go.mod h1:49MsLSx0oWMOZqcpB3uL8ZOkAh1+TndpJ8ONoCBWiZk=
+google.golang.org/genproto/googleapis/api v0.0.0-20250603155806-513f23925822 h1:oWVWY3NzT7KJppx2UKhKmzPq4SRe0LdCijVRwvGeikY=
+google.golang.org/genproto/googleapis/api v0.0.0-20250603155806-513f23925822/go.mod h1:h3c4v36UTKzUiuaOKQ6gr3S+0hovBtUrXzTG/i3+XEc=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822 h1:fc6jSaCT0vBduLYZHYrBBNY4dsWuvgyff9noRNDdBeE=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20250603155806-513f23925822/go.mod h1:qQ0YXyHHx3XkvlzUtpXDkS29lDSafHMZBAZDc03LQ3A=
 google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c h1:qXWI/sQtv5UKboZ/zUk7h+mrf/lXORyI+n9DKDAusdg=
 google.golang.org/genproto/googleapis/rpc v0.0.0-20250818200422-3122310a409c/go.mod h1:gw1tLEfykwDz2ET4a12jcXt4couGAm7IwsVaTy0Sflo=
+google.golang.org/grpc v1.73.0 h1:VIWSmpI2MegBtTuFt5/JWy2oXxtjJ/e89Z70ImfD2ok=
+google.golang.org/grpc v1.73.0/go.mod h1:50sbHOUqWoCQGI8V2HQLJM0B+LMlIUjNSZmow7EVBQc=
 google.golang.org/grpc v1.74.2 h1:WoosgB65DlWVC9FqI82dGsZhWFNBSLjQ84bjROOpMu4=
 google.golang.org/grpc v1.74.2/go.mod h1:CtQ+BGjaAIXHs/5YS3i473GqwBBa1zGQNevxdeBEXrM=
+google.golang.org/protobuf v1.36.6 h1:z1NpPI8ku2WgiWnf+t9wTPsn6eP1L7ksHUlkfLvd9xY=
+google.golang.org/protobuf v1.36.6/go.mod h1:jduwjTPXsFjZGTmRluh+L6NjiWu7pchiJ2/5YcXBHnY=
 google.golang.org/protobuf v1.36.7 h1:IgrO7UwFQGJdRNXH/sQux4R1Dj1WAKcLElzeeRaXV2A=
 google.golang.org/protobuf v1.36.7/go.mod h1:jduwjTPXsFjZGTmRluh+L6NjiWu7pchiJ2/5YcXBHnY=
 gopkg.in/yaml.v3 v3.0.1 h1:fxVm/GzAzEWqLHuvctI91KS9hhNmmWOoWu0XTYJS7CA=
--- a/docs/en/getting-started/quickstart/js/genAI/quickstart.js
+++ b/docs/en/getting-started/quickstart/js/genAI/quickstart.js
@@ -24,6 +24,7 @@ const queries = [

 function mapZodTypeToOpenAPIType(zodTypeName) {

+    console.log(zodTypeName)
    const typeMap = {
        'ZodString': 'string',
        'ZodNumber': 'number',
@@ -115,4 +116,4 @@ export async function main() {
    }
 }

-main();
+main();
--- a/docs/en/getting-started/quickstart/js/langchain/package-lock.json
+++ b/docs/en/getting-started/quickstart/js/langchain/package-lock.json
@@ -244,10 +244,9 @@
      "integrity": "sha512-Oei9OH4tRh0YqU3GxhX79dM/mwVgvbZJaSNaRk+bshkj0S5cfHcgYakreBjrHwatXKbz+IoIdYLxrKim2MjW0Q=="
    },
    "node_modules/axios": {
-      "version": "1.12.2",
-      "resolved": "https://registry.npmjs.org/axios/-/axios-1.12.2.tgz",
-      "integrity": "sha512-vMJzPewAlRyOgxV2dU0Cuz2O8zzzx9VYtbJOaBgXFeLc4IV/Eg50n4LowmehOOR61S8ZMpc2K5Sa7g6A4jfkUw==",
-      "license": "MIT",
+      "version": "1.11.0",
+      "resolved": "https://registry.npmjs.org/axios/-/axios-1.11.0.tgz",
+      "integrity": "sha512-1Lx3WLFQWm3ooKDYZD1eXmoGO9fxYQjrycfHFC8P0sCfQVXyROp0p9PFWBehewBOdCwHc+f/b8I0fMto5eSfwA==",
      "dependencies": {
        "follow-redirects": "^1.15.6",
        "form-data": "^4.0.4",
--- a/docs/en/getting-started/quickstart/python/core/requirements.txt
+++ b/docs/en/getting-started/quickstart/python/core/requirements.txt
@@ -1,3 +1,3 @@
-google-genai==1.46.0
+google-genai==1.42.0
 toolbox-core==0.5.2
 pytest==8.4.2
--- a/docs/en/getting-started/quickstart/python/langchain/requirements.txt
+++ b/docs/en/getting-started/quickstart/python/langchain/requirements.txt
@@ -1,5 +1,5 @@
 langchain==0.3.27
 langchain-google-vertexai==2.1.2
-langgraph==1.0.1
+langgraph==0.6.8
 toolbox-langchain==0.5.2
 pytest==8.4.2
--- a/docs/en/getting-started/quickstart/python/llamaindex/requirements.txt
+++ b/docs/en/getting-started/quickstart/python/llamaindex/requirements.txt
@@ -1,4 +1,4 @@
-llama-index==0.14.6
-llama-index-llms-google-genai==0.6.2
+llama-index==0.14.3
+llama-index-llms-google-genai==0.6.0
 toolbox-llamaindex==0.5.2
 pytest==8.4.2
--- a/docs/en/getting-started/quickstart/shared/configure_toolbox.md
+++ b/docs/en/getting-started/quickstart/shared/configure_toolbox.md
@@ -13,7 +13,7 @@ In this section, we will download Toolbox, configure our tools in a
    <!-- {x-release-please-start-version} -->
    ```bash
    export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64
-    curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->

--- a/docs/en/how-to/connect-ide/alloydb_pg_admin_mcp.md
+++ b/docs/en/how-to/connect-ide/alloydb_pg_admin_mcp.md
@@ -8,7 +8,7 @@ description: >

 <html>
  <head>
-   <link rel="canonical" href="https://cloud.google.com/alloydb/docs/quickstart/create-and-connect"/>
-    <meta http-equiv="refresh" content="0;url=https://cloud.google.com/alloydb/docs/quickstart/create-and-connect"/>
+    <link rel="canonical" href="https://cloud.google.com/alloydb/docs/create-database-with-mcp-toolbox"/>
+    <meta http-equiv="refresh" content="0;url=https://cloud.google.com/alloydb/docs/create-database-with-mcp-toolbox"/>
  </head>
 </html>
--- a/docs/en/how-to/connect-ide/looker_mcp.md
+++ b/docs/en/how-to/connect-ide/looker_mcp.md
@@ -48,19 +48,19 @@ to expose your developer assistant tools to a Looker instance:
   <!-- {x-release-please-start-version} -->
 {{< tabpane persist=header >}}
 {{< tab header="linux/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/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/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/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/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/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/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/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/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/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/v0.18.0/linux/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/linux/amd64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/arm64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/arm64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/arm64/toolbox
 {{< /tab >}}

 {{< tab header="darwin/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/darwin/amd64/toolbox
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/darwin/amd64/toolbox
 {{< /tab >}}

 {{< tab header="windows/amd64" lang="bash" >}}
-curl -O https://storage.googleapis.com/genai-toolbox/v0.18.0/windows/amd64/toolbox.exe
+curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/windows/amd64/toolbox.exe
 {{< /tab >}}
 {{< /tabpane >}}
    <!-- {x-release-please-end} -->
--- a/docs/en/how-to/deploy_toolbox.md
+++ b/docs/en/how-to/deploy_toolbox.md
@@ -232,4 +232,4 @@ contain the specific error message needed to diagnose the problem.
  the logs show errors like "permission denied" when trying to access Secret
  Manager, it means the Toolbox service account is missing permissions.
    * Ensure the `toolbox-identity` service account has the **Secret Manager
-      Secret Accessor** (`roles/secretmanager.secretAccessor`) IAM role.
+      Secret Accessor** (`roles/secretmanager.secretAccessor`) IAM role.
--- a/docs/en/reference/prebuilt-tools.md
+++ b/docs/en/reference/prebuilt-tools.md
@@ -43,8 +43,6 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
    *   `list_replication_slots`: Lists replication slots in the database.
    *   `list_invalid_indexes`: Lists invalid indexes in the database.
    *   `get_query_plan`: Generate the execution plan of a statement.
-    *   `list_views`: Lists views in the database from pg_views with a default
-        limit of 50 rows. Returns schemaname, viewname and the ownername.

 ## AlloyDB Postgres Admin

@@ -212,8 +210,6 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
    *   `list_replication_slots`: Lists replication slots in the database.
    *   `list_invalid_indexes`: Lists invalid indexes in the database.
    *   `get_query_plan`: Generate the execution plan of a statement.
-    *   `list_views`: Lists views in the database from pg_views with a default
-        limit of 50 rows. Returns schemaname, viewname and the ownername.

 ## Cloud SQL for PostgreSQL Observability

@@ -496,22 +492,6 @@ details on how to connect your AI tools (IDEs) to databases via Toolbox and MCP.
    *   `list_replication_slots`: Lists replication slots in the database.
    *   `list_invalid_indexes`: Lists invalid indexes in the database.
    *   `get_query_plan`: Generate the execution plan of a statement.
-    *   `list_views`: Lists views in the database from pg_views with a default
-        limit of 50 rows. Returns schemaname, viewname and the ownername.
-
-## Google Cloud Serverless for Apache Spark
-
-*   `--prebuilt` value: `serverless-spark`
-*   **Environment Variables:**
-    *   `SERVERLESS_SPARK_PROJECT`: The GCP project ID
-    *   `SERVERLESS_SPARK_LOCATION`: The GCP Location.
-*   **Permissions:**
-    *   **Dataproc Serverless Viewer** (`roles/dataproc.serverlessViewer`) to
-        view serverless batches.
-    *   **Dataproc Serverless Editor** (`roles/dataproc.serverlessEditor`) to
-        view serverless batches.
-*   **Tools:**
-    *   `list_batches`: Lists Spark batches.

 ## Spanner (GoogleSQL dialect)

--- a/docs/en/resources/sources/alloydb-pg.md
+++ b/docs/en/resources/sources/alloydb-pg.md
@@ -45,9 +45,6 @@ cluster][alloydb-free-trial].
 - [`postgres-list-installed-extensions`](../tools/postgres/postgres-list-installed-extensions.md)
  List installed extensions in a PostgreSQL database.

- [`postgres-list-views`](../tools/postgres/postgres-list-views.md)
-  List views in an AlloyDB for PostgreSQL database.
-
 ### Pre-built Configurations

 - [AlloyDB using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/alloydb_pg_mcp/)
--- a/docs/en/resources/sources/bigquery.md
+++ b/docs/en/resources/sources/bigquery.md
@@ -65,7 +65,7 @@ avoiding full table scans or complex filters.
 - [`bigquery-sql`](../tools/bigquery/bigquery-sql.md)  
  Run SQL queries directly against BigQuery datasets.

- [`bigquery-search-catalog`](../tools/bigquery/bigquery-search-catalog.md)
+- [`bigquery-search-catalog`](../tools/bigquery/bigquery-search_catalog.md)
  List all entries in Dataplex Catalog (e.g. tables, views, models) that matches
  given user query.

--- a/docs/en/resources/sources/cassandra.md
+++ b/docs/en/resources/sources/cassandra.md
@@ -3,12 +3,12 @@ title: "Cassandra"
 type: docs
 weight: 1
 description: >
-  Apache Cassandra is a NoSQL distributed database known for its horizontal scalability, distributed architecture, and flexible schema definition.
+  Cassandra is a NoSQL distributed database known for its horizontal scalability, distributed architecture, and flexible schema definition.
 ---

 ## About

-[Apache Cassandra][cassandra-docs] is a NoSQL distributed database. By design, NoSQL databases are lightweight, open-source, non-relational, and largely distributed. Counted among their strengths are horizontal scalability, distributed architectures, and a flexible approach to schema definition.
+[Cassandra][cassandra-docs] is a NoSQL distributed database. By design, NoSQL databases are lightweight, open-source, non-relational, and largely distributed. Counted among their strengths are horizontal scalability, distributed architectures, and a flexible approach to schema definition.

 [cassandra-docs]: https://cassandra.apache.org/

--- a/docs/en/resources/sources/cloud-sql-mssql.md
+++ b/docs/en/resources/sources/cloud-sql-mssql.md
@@ -107,14 +107,14 @@ instead of hardcoding your secrets into the configuration file.

 ## Reference

-| **field** | **type** | **required** | **description**                                                                                      |
-|-----------|:--------:|:------------:|------------------------------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "cloud-sql-mssql".                                                                           |
-| project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id").                        |
-| region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                         |
-| instance  |  string  |     true     | Name of the Cloud SQL instance within the cluster (e.g. "my-instance").                              |
-| database  |  string  |     true     | Name of the Cloud SQL database to connect to (e.g. "my_db").                                         |
-| ipAddress |  string  |     true     | IP address of the Cloud SQL instance to connect to.                                                  |
-| user      |  string  |     true     | Name of the SQL Server user to connect as (e.g. "my-pg-user").                                       |
-| password  |  string  |     true     | Password of the SQL Server user (e.g. "my-password").                                                |
-| ipType    |  string  |    false     | IP Type of the Cloud SQL instance, must be either `public`,  `private`, or `psc`. Default: `public`. |
+| **field** | **type** | **required** | **description**                                                                             |
+|-----------|:--------:|:------------:|---------------------------------------------------------------------------------------------|
+| kind      |  string  |     true     | Must be "cloud-sql-mssql".                                                                  |
+| project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id").               |
+| region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                |
+| instance  |  string  |     true     | Name of the Cloud SQL instance within the cluster (e.g. "my-instance").                     |
+| database  |  string  |     true     | Name of the Cloud SQL database to connect to (e.g. "my_db").                                |
+| ipAddress |  string  |     true     | IP address of the Cloud SQL instance to connect to.                                         |
+| user      |  string  |     true     | Name of the SQL Server user to connect as (e.g. "my-pg-user").                              |
+| password  |  string  |     true     | Password of the SQL Server user (e.g. "my-password").                                       |
+| ipType    |  string  |    false     | IP Type of the Cloud SQL instance, must be either `public` or `private`. Default: `public`. |
--- a/docs/en/resources/sources/cloud-sql-mysql.md
+++ b/docs/en/resources/sources/cloud-sql-mysql.md
@@ -117,13 +117,13 @@ instead of hardcoding your secrets into the configuration file.

 ## Reference

-| **field** | **type** | **required** | **description**                                                                                      |
-|-----------|:--------:|:------------:|------------------------------------------------------------------------------------------------------|
-| kind      |  string  |     true     | Must be "cloud-sql-mysql".                                                                           |
-| project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id").                        |
-| region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                         |
-| instance  |  string  |     true     | Name of the Cloud SQL instance within the cluster (e.g. "my-instance").                              |
-| database  |  string  |     true     | Name of the MySQL database to connect to (e.g. "my_db").                                             |
-| user      |  string  |     true     | Name of the MySQL user to connect as (e.g. "my-pg-user").                                            |
-| password  |  string  |     true     | Password of the MySQL user (e.g. "my-password").                                                     |
-| ipType    |  string  |    false     | IP Type of the Cloud SQL instance, must be either `public`,  `private`, or `psc`. Default: `public`. |
+| **field** | **type** | **required** | **description**                                                                             |
+|-----------|:--------:|:------------:|---------------------------------------------------------------------------------------------|
+| kind      |  string  |     true     | Must be "cloud-sql-mysql".                                                                  |
+| project   |  string  |     true     | Id of the GCP project that the cluster was created in (e.g. "my-project-id").               |
+| region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                |
+| instance  |  string  |     true     | Name of the Cloud SQL instance within the cluster (e.g. "my-instance").                     |
+| database  |  string  |     true     | Name of the MySQL database to connect to (e.g. "my_db").                                    |
+| user      |  string  |     true     | Name of the MySQL user to connect as (e.g. "my-pg-user").                                   |
+| password  |  string  |     true     | Password of the MySQL user (e.g. "my-password").                                            |
+| ipType    |  string  |    false     | IP Type of the Cloud SQL instance; must be one of `public` or `private`. Default: `public`. |
--- a/docs/en/resources/sources/cloud-sql-pg.md
+++ b/docs/en/resources/sources/cloud-sql-pg.md
@@ -41,9 +41,6 @@ to a database by following these instructions][csql-pg-quickstart].
 - [`postgres-list-installed-extensions`](../tools/postgres/postgres-list-installed-extensions.md)
  List installed extensions in a PostgreSQL database.

- [`postgres-list-views`](../tools/postgres/postgres-list-views.md)
-  List views in a PostgreSQL database.
-
 ### Pre-built Configurations

 - [Cloud SQL for Postgres using
@@ -153,6 +150,6 @@ instead of hardcoding your secrets into the configuration file.
 | region    |  string  |     true     | Name of the GCP region that the cluster was created in (e.g. "us-central1").                                             |
 | instance  |  string  |     true     | Name of the Cloud SQL instance within the cluster (e.g. "my-instance").                                                  |
 | database  |  string  |     true     | Name of the Postgres database to connect to (e.g. "my_db").                                                              |
-| user      |  string  |    false     | Name of the Postgres user to connect as (e.g. "my-pg-user"). Defaults to IAM auth using [ADC][adc] email if unspecified. |
-| password  |  string  |    false     | Password of the Postgres user (e.g. "my-password"). Defaults to attempting IAM authentication if unspecified.            |
-| ipType    |  string  |    false     | IP Type of the Cloud SQL instance; must be one of `public`, `private`, or `psc`. Default: `public`.                      |
+| user      |  string  |     false    | Name of the Postgres user to connect as (e.g. "my-pg-user"). Defaults to IAM auth using [ADC][adc] email if unspecified. |
+| password  |  string  |     false    | Password of the Postgres user (e.g. "my-password"). Defaults to attempting IAM authentication if unspecified.            |
+| ipType    |  string  |     false    | IP Type of the Cloud SQL instance; must be one of `public` or `private`. Default: `public`.                              |
--- a/docs/en/resources/sources/oracle.md
+++ b/docs/en/resources/sources/oracle.md
@@ -29,6 +29,14 @@ This source uses standard authentication. You will need to [create an Oracle use
 [oracle-users]:
    https://docs.oracle.com/en/database/oracle/oracle-database/21/sqlrf/CREATE-USER.html

+### Oracle Instant Client (OIC)
+
+The underlying database driver requires the [Oracle Instant Client][oracle-ic] libraries to connect to the database. These libraries must be installed on the machine where the application is running.
+
+After installing the client, ensure the library path is correctly configured for your operating system (e.g., by setting the `LD_LIBRARY_PATH` environment variable on Linux or adding the directory to the `PATH` on Windows) so the application can find the necessary files at runtime.
+
+[oracle-ic]: https://www.oracle.com/database/technologies/instant-client/downloads.html
+
 ## Connection Methods

 You can configure the connection to your Oracle database using one of the following three methods. **You should only use one method** in your source configuration.
--- a/docs/en/resources/sources/postgres.md
+++ b/docs/en/resources/sources/postgres.md
@@ -35,9 +35,6 @@ reputation for reliability, feature robustness, and performance.
 - [`postgres-list-installed-extensions`](../tools/postgres/postgres-list-installed-extensions.md)
  List installed extensions in a PostgreSQL database.

- [`postgres-list-views`](../tools/postgres/postgres-list-views.md)
-  List views in a PostgreSQL database.
-
 ### Pre-built Configurations

 - [PostgreSQL using MCP](https://googleapis.github.io/genai-toolbox/how-to/connect-ide/postgres_mcp/)
--- a/docs/en/resources/sources/serverless-spark.md
+++ b/docs/en/resources/sources/serverless-spark.md
@@ -1,59 +0,0 @@
---
-title: "Serverless for Apache Spark"
-type: docs
-weight: 1
-description: >
-  Google Cloud Serverless for Apache Spark lets you run Spark workloads without requiring you to provision and manage your own Spark cluster.
---
-
-## About
-
-The [Serverless for Apache
-Spark](https://cloud.google.com/dataproc-serverless/docs/overview) source allows
-Toolbox to interact with Spark batches hosted on Google Cloud Serverless for
-Apache Spark.
-
-## Available Tools
-
- [`serverless-spark-list-batches`](../tools/serverless-spark/serverless-spark-list-batches.md)
-  List and filter Serverless Spark batches.
- [`serverless-spark-get-batch`](../tools/serverless-spark/serverless-spark-get-batch.md)
-  Get a Serverless Spark batch.
-
-## Requirements
-
-### IAM Permissions
-
-Serverless for Apache Spark uses [Identity and Access Management
-(IAM)](https://cloud.google.com/bigquery/docs/access-control) to control user
-and group access to serverless Spark resources like batches and sessions.
-
-Toolbox will use your [Application Default Credentials
-(ADC)](https://cloud.google.com/docs/authentication#adc) to authorize and
-authenticate when interacting with Google Cloud Serverless for Apache Spark.
-When using this method, you need to ensure the IAM identity associated with your
-ADC has the correct
-[permissions](https://cloud.google.com/dataproc-serverless/docs/concepts/iam)
-for the actions you intend to perform. Common roles include
-`roles/dataproc.serverlessEditor` (which includes permissions to run batches) or
-`roles/dataproc.serverlessViewer`. Follow this
-[guide](https://cloud.google.com/docs/authentication/provide-credentials-adc) to
-set up your ADC.
-
-## Example
-
-```yaml
-sources:
-  my-serverless-spark-source:
-    kind: serverless-spark
-    project: my-project-id
-    location: us-central1
-```
-
-## Reference
-
-| **field** | **type** | **required** | **description**                                                   |
-| --------- | :------: | :----------: | ----------------------------------------------------------------- |
-| kind      |  string  |     true     | Must be "serverless-spark".                                       |
-| project   |  string  |     true     | ID of the GCP project with Serverless for Apache Spark resources. |
-| location  |  string  |     true     | Location containing Serverless for Apache Spark resources.        |
--- a/docs/en/resources/tools/_index.md
+++ b/docs/en/resources/tools/_index.md
@@ -77,17 +77,13 @@ the parameter.
        description: Airline unique 2 letter identifier
 ```

-| **field**     |    **type**    | **required** | **description**                                                                                                                                                                                                                        |
-|---------------|:--------------:|:------------:|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| name          |     string     |     true     | Name of the parameter.                                                                                                                                                                                                                 |
-| type          |     string     |     true     | Must be one of "string", "integer", "float", "boolean" "array"                                                                                                                                                                         |
-| description   |     string     |     true     | Natural language description of the parameter to describe it to the agent.                                                                                                                                                             |
-| default       | parameter type |    false     | Default value of the parameter. If provided, `required` will be `false`.                                                                                                                                                               |
-| required      |      bool      |    false     | Indicate if the parameter is required. Default to `true`.                                                                                                                                                                              |
-| allowedValues |    []string    |    false     | Input value will be checked against this field. Regex is also supported.                                                                                                                                                               |
-| escape        |     string     |    false     | Only available for type `string`. Indicate the escaping delimiters used for the parameter. This field is intended to be used with templateParameters. Must be one of "single-quotes", "double-quotes", "backticks", "square-brackets". |
-| minValue      |  int or float  |    false     | Only available for type `integer` and `float`. Indicate the minimum value allowed.                                                                                                                                                     |
-| maxValue      |  int or float  |    false     | Only available for type `integer` and `float`. Indicate the maximum value allowed.                                                                                                                                                     |
+| **field**   | **type**        | **required** | **description**                                                             |
+|-------------|:---------------:|:------------:|-----------------------------------------------------------------------------|
+| name        |  string         |     true     | Name of the parameter.                                                      |
+| type        |  string         |     true     | Must be one of "string", "integer", "float", "boolean" "array"              |
+| description |  string         |     true     | Natural language description of the parameter to describe it to the agent.  |
+| default     |  parameter type |     false    | Default value of the parameter. If provided, `required` will be `false`.    |
+| required    |  bool           |     false    | Indicate if the parameter is required. Default to `true`.                   |

 ### Array Parameters

@@ -108,15 +104,14 @@ in the list using the items field:
      SELECT * FROM airlines WHERE preferred_airlines = ANY($1);
 ```

-| **field**     |     **type**     | **required** | **description**                                                            |
-|---------------|:----------------:|:------------:|----------------------------------------------------------------------------|
-| name          |      string      |     true     | Name of the parameter.                                                     |
-| type          |      string      |     true     | Must be "array"                                                            |
-| description   |      string      |     true     | Natural language description of the parameter to describe it to the agent. |
-| default       |  parameter type  |    false     | Default value of the parameter. If provided, `required` will be `false`.   |
-| required      |       bool       |    false     | Indicate if the parameter is required. Default to `true`.                  |
-| allowedValues |     []string     |    false     | Input value will be checked against this field. Regex is also supported.   |
-| items         | parameter object |     true     | Specify a Parameter object for the type of the values in the array.        |
+| **field**   |     **type**     | **required** | **description**                                                             |
+|-------------|:----------------:|:------------:|-----------------------------------------------------------------------------|
+| name        |      string      |     true     | Name of the parameter.                                                      |
+| type        |      string      |     true     | Must be "array"                                                             |
+| description |      string      |     true     | Natural language description of the parameter to describe it to the agent.  |
+| default     |  parameter type |     false    | Default value of the parameter. If provided, `required` will be `false`.     |
+| required    |  bool           |     false    | Indicate if the parameter is required. Default to `true`.                    |
+| items       | parameter object |     true     | Specify a Parameter object for the type of the values in the array.         |

 {{< notice note >}}
 Items in array should not have a `default` or `required` value. If provided, it
@@ -186,10 +181,10 @@ user's ID token.
                field: sub
 ```

-| **field** | **type** | **required** | **description**                                                                  |
-|-----------|:--------:|:------------:|----------------------------------------------------------------------------------|
-| name      |  string  |     true     | Name of the [authServices](../authServices/) used to verify the OIDC auth token. |
-| field     |  string  |     true     | Claim field decoded from the OIDC token used to auto-populate this parameter.    |
+| **field** | **type** | **required** | **description**                                                                         |
+|-----------|:--------:|:------------:|-----------------------------------------------------------------------------------------|
+| name      |  string  |     true     | Name of the [authServices](../authServices/) used to verify the OIDC auth token.         |
+| field     |  string  |     true     | Claim field decoded from the OIDC token used to auto-populate this parameter.           |

 ### Template Parameters

@@ -211,14 +206,6 @@ table names, they are prone to SQL injections. Basic parameters are preferred
 for performance and safety reasons.
 {{< /notice >}}

-{{< notice tip >}}
-To minimize SQL injection risk when using template parameters, always provide
-the `allowedValues` field within the parameter to restrict inputs.
-Alternatively, for `string` type parameters, you can use the `escape` field to
-add delimiters to the identifier. For `integer` or `float` type parameters, you
-can use `minValue` and `maxValue` to define the allowable range.
-{{< /notice >}}
-
 ```yaml
 tools:
 select_columns_from_table:
@@ -244,18 +231,14 @@ tools:
          name: column
          type: string
          description: Name of a column to select
-          escape: double-quotes # with this, the statement will resolve to `SELECT "id", "name" FROM flights`
 ```

-| **field**     |     **type**     |  **required**   | **description**                                                                     |
-|---------------|:----------------:|:---------------:|-------------------------------------------------------------------------------------|
-| name          |      string      |      true       | Name of the template parameter.                                                     |
-| type          |      string      |      true       | Must be one of "string", "integer", "float", "boolean", "array"                     |
-| description   |      string      |      true       | Natural language description of the template parameter to describe it to the agent. |
-| default       |  parameter type  |      false      | Default value of the parameter. If provided, `required` will be `false`.            |
-| required      |       bool       |      false      | Indicate if the parameter is required. Default to `true`.                           |
-| allowedValues |     []string     |      false      | Input value will be checked against this field. Regex is also supported.            |
-| items         | parameter object | true (if array) | Specify a Parameter object for the type of the values in the array (string only).   |
+| **field**   | **type**         | **required**  | **description**                                                                     |
+|-------------|:----------------:|:-------------:|-------------------------------------------------------------------------------------|
+| name        |  string          |     true      | Name of the template parameter.                                                     |
+| type        |  string          |     true      | Must be one of "string", "integer", "float", "boolean" "array"                      |
+| description |  string          |     true      | Natural language description of the template parameter to describe it to the agent. |
+| items       | parameter object |true (if array)| Specify a Parameter object for the type of the values in the array (string only).   |

 ## Authorized Invocations

--- a/docs/en/resources/tools/cassandra/cassandra-cql.md
+++ b/docs/en/resources/tools/cassandra/cassandra-cql.md
@@ -14,12 +14,12 @@ aliases:
 A `cassandra-cql` tool executes a pre-defined CQL statement against a Cassandra
 database. It's compatible with any of the following sources:

- [cassandra](../../sources/cassandra.md)
+- [cassandra](../sources/cassandra.md)

 The specified CQL statement is executed as a [prepared statement][cassandra-prepare],
 and expects parameters in the CQL query to be in the form of placeholders `?`.

-[cassandra-prepare]: https://docs.datastax.com/en/datastax-drivers/developing/prepared-statements.html
+[cassandra-prepare]: https://docs.datastax.com/en/developer/go-driver/4.8/cql-prepared-statements/

 ## Example

--- a/docs/en/resources/tools/dataplex/dataplex-lookup-entry.md
+++ b/docs/en/resources/tools/dataplex/dataplex-lookup-entry.md
@@ -13,7 +13,7 @@ aliases:
 A `dataplex-lookup-entry` tool returns details of a particular entry in Dataplex
 Catalog. It's compatible with the following sources:

- [dataplex](../../sources/dataplex.md)
+- [dataplex](../sources/dataplex.md)

 `dataplex-lookup-entry` takes a required `name` parameter which contains the
 project and location to which the request should be attributed in the following
--- a/docs/en/resources/tools/firebird/firebird-execute-sql.md
+++ b/docs/en/resources/tools/firebird/firebird-execute-sql.md
@@ -14,7 +14,7 @@ aliases:
 A `firebird-execute-sql` tool executes a SQL statement against a Firebird
 database. It's compatible with the following source:

- [firebird](../../sources/firebird.md)
+- [firebird](../sources/firebird.md)

 `firebird-execute-sql` takes one input parameter `sql` and runs the sql
 statement against the `source`.
--- a/docs/en/resources/tools/firebird/firebird-sql.md
+++ b/docs/en/resources/tools/firebird/firebird-sql.md
@@ -14,7 +14,7 @@ aliases:
 A `firebird-sql` tool executes a pre-defined SQL statement against a Firebird
 database. It's compatible with the following source:

- [firebird](../../sources/firebird.md)
+- [firebird](../sources/firebird.md)

 The specified SQL statement is executed as a [prepared statement][fb-prepare],
 and supports both positional parameters (`?`) and named parameters (`:param_name`).
@@ -102,7 +102,7 @@ tools:
 > including identifiers, column names, and table names. **This makes it more
 > vulnerable to SQL injections**. Using basic parameters only (see above) is
 > recommended for performance and safety reasons. For more details, please check
-> [templateParameters](../#template-parameters).
+> [templateParameters](_index#template-parameters).

 ```yaml
 tools:
@@ -131,5 +131,5 @@ tools:
 | source             |                      string                      |     true     | Name of the source the SQL should execute on.                                                                                              |
 | description        |                      string                      |     true     | Description of the tool that is passed to the LLM.                                                                                         |
 | statement          |                      string                      |     true     | SQL statement to execute on.                                                                                                               |
-| parameters         |    [parameters](../#specifying-parameters)    |    false     | List of [parameters](../#specifying-parameters) that will be inserted into the SQL statement.                                           |
-| templateParameters | [templateParameters](../#template-parameters) |    false     | List of [templateParameters](../#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |
+| parameters         |    [parameters](_index#specifying-parameters)    |    false     | List of [parameters](_index#specifying-parameters) that will be inserted into the SQL statement.                                           |
+| templateParameters | [templateParameters](_index#template-parameters) |    false     | List of [templateParameters](_index#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |
--- a/docs/en/resources/tools/looker/looker-create-project-file.md
+++ b/docs/en/resources/tools/looker/looker-create-project-file.md
@@ -1,45 +0,0 @@
---
-title: "looker-create-project-file"
-type: docs
-weight: 1
-description: >
-  A "looker-create-project-file" tool creates a new LookML file in a project.
-aliases:
- /resources/tools/looker-create-project-file
---
-
-## About
-
-A `looker-create-project-file` tool creates a new LookML file in a project
-
-It's compatible with the following sources:
-
- [looker](../../sources/looker.md)
-
-`looker-create-project-file` accepts a project_id parameter and a file_path parameter
-as well as the file content.
-
-## Example
-
-```yaml
-tools:
-    create_project_file:
-        kind: looker-create-project-file
-        source: looker-source
-        description: |
-          create_project_file Tool
-
-          Given a project_id and a file path within the project, as well as the content
-          of a LookML file, this tool will create a new file within the project.
-
-          This tool must be called after the dev_mode tool has changed the session to
-          dev mode.
-```
-
-## Reference
-
-| **field**   |                  **type**                  | **required** | **description**                                                                                  |
-|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-create-project-file".                                                            |
-| source      |                   string                   |     true     | Name of the source Looker instance.                                                              |
-| description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               |
--- a/docs/en/resources/tools/looker/looker-delete-project-file.md
+++ b/docs/en/resources/tools/looker/looker-delete-project-file.md
@@ -1,44 +0,0 @@
---
-title: "looker-delete-project-file"
-type: docs
-weight: 1
-description: >
-  A "looker-delete-project-file" tool deletes a LookML file in a project.
-aliases:
- /resources/tools/looker-delete-project-file
---
-
-## About
-
-A `looker-delete-project-file` tool deletes a LookML file in a project
-
-It's compatible with the following sources:
-
- [looker](../../sources/looker.md)
-
-`looker-delete-project-file` accepts a project_id parameter and a file_path parameter.
-
-## Example
-
-```yaml
-tools:
-    delete_project_file:
-        kind: looker-delete-project-file
-        source: looker-source
-        description: |
-          delete_project_file Tool
-
-          Given a project_id and a file path within the project, this tool will delete
-          the file from the project.
-
-          This tool must be called after the dev_mode tool has changed the session to
-          dev mode.
-```
-
-## Reference
-
-| **field**   |                  **type**                  | **required** | **description**                                                                                  |
-|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-delete-project-file".                                                            |
-| source      |                   string                   |     true     | Name of the source Looker instance.                                                              |
-| description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               |
--- a/docs/en/resources/tools/looker/looker-dev-mode.md
+++ b/docs/en/resources/tools/looker/looker-dev-mode.md
@@ -1,42 +0,0 @@
---
-title: "looker-dev-mode"
-type: docs
-weight: 1
-description: >
-  A "looker-dev-mode" tool changes the current session into and out of dev mode
-aliases:
- /resources/tools/looker-dev-mode
---
-
-## About
-
-A `looker-dev-mode` tool changes the session into and out of dev mode.
-
-It's compatible with the following sources:
-
- [looker](../../sources/looker.md)
-
-`looker-dev-mode` accepts a boolean parameter, true to enter dev mode and false to exit dev mode.
-
-
-## Example
-
-```yaml
-tools:
-    dev_mode:
-        kind: looker-dev-mode
-        source: looker-source
-        description: |
-          dev_mode Tool
-
-          Passing true to this tool switches the session to dev mode. Passing false to this tool switches the
-          session to production mode.
-```
-
-## Reference
-
-| **field**   |                  **type**                  | **required** | **description**                                                                                  |
-|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-dev-mode".                                                                       |
-| source      |                   string                   |     true     | Name of the source Looker instance.                                                              |
-| description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               |
--- a/docs/en/resources/tools/looker/looker-get-project-file.md
+++ b/docs/en/resources/tools/looker/looker-get-project-file.md
@@ -1,41 +0,0 @@
---
-title: "looker-get-project-file"
-type: docs
-weight: 1
-description: >
-  A "looker-get-project-file" tool returns the contents of a LookML fle.
-aliases:
- /resources/tools/looker-get-project-file
---
-
-## About
-
-A `looker-get-project-file` tool returns the contents of a LookML file.
-
-It's compatible with the following sources:
-
- [looker](../../sources/looker.md)
-
-`looker-get-project-file` accepts a project_id parameter and a file_path parameter.
-
-## Example
-
-```yaml
-tools:
-    get_project_file:
-        kind: looker-get-project-file
-        source: looker-source
-        description: |
-          get_project_file Tool
-
-          Given a project_id and a file path within the project, this tool returns
-          the contents of the LookML file.
-```
-
-## Reference
-
-| **field**   |                  **type**                  | **required** | **description**                                                                                  |
-|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-get-project-file".                                                               |
-| source      |                   string                   |     true     | Name of the source Looker instance.                                                              |
-| description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               |
--- a/docs/en/resources/tools/looker/looker-get-project-files.md
+++ b/docs/en/resources/tools/looker/looker-get-project-files.md
@@ -1,41 +0,0 @@
---
-title: "looker-get-project-files"
-type: docs
-weight: 1
-description: >
-  A "looker-get-project-files" tool returns all the LookML fles in a project in the source.
-aliases:
- /resources/tools/looker-get-project-files
---
-
-## About
-
-A `looker-get-project-files` tool returns all the lookml files in a project in the source.
-
-It's compatible with the following sources:
-
- [looker](../../sources/looker.md)
-
-`looker-get-project-files` accepts a project_id parameter.
-
-## Example
-
-```yaml
-tools:
-    get_project_files:
-        kind: looker-get-project-files
-        source: looker-source
-        description: |
-          get_project_files Tool
-
-          Given a project_id this tool returns the details about
-          the LookML files that make up that project.
-```
-
-## Reference
-
-| **field**   |                  **type**                  | **required** | **description**                                                                                  |
-|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-get-project-files".                                                              |
-| source      |                   string                   |     true     | Name of the source Looker instance.                                                              |
-| description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               |
--- a/docs/en/resources/tools/looker/looker-get-projects.md
+++ b/docs/en/resources/tools/looker/looker-get-projects.md
@@ -1,41 +0,0 @@
---
-title: "looker-get-projects"
-type: docs
-weight: 1
-description: >
-  A "looker-get-projects" tool returns all the LookML projects in the source.
-aliases:
- /resources/tools/looker-get-projects
---
-
-## About
-
-A `looker-get-projects` tool returns all the projects in the source.
-
-It's compatible with the following sources:
-
- [looker](../../sources/looker.md)
-
-`looker-get-projects` accepts no parameters.
-
-## Example
-
-```yaml
-tools:
-    get_projects:
-        kind: looker-get-projects
-        source: looker-source
-        description: |
-          get_projects Tool
-
-          This tool returns the project_id and project_name for
-          all the LookML projects on the looker instance.
-```
-
-## Reference
-
-| **field**   |                  **type**                  | **required** | **description**                                                                                  |
-|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-get-projects".                                                                   |
-| source      |                   string                   |     true     | Name of the source Looker instance.                                                              |
-| description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               |
--- a/docs/en/resources/tools/looker/looker-query.md
+++ b/docs/en/resources/tools/looker/looker-query.md
@@ -61,8 +61,6 @@ tools:
          "field.id2": "condition2", ...}. Do not put the field.id in
          quotes. Filter expressions can be found at
          https://cloud.google.com/looker/docs/filter-expressions.
-          If the condition is a string that contains a comma, use a second
-          set of quotes. For example, {"user.city": "'New York, NY'"}.

          Sorts can be specified like [ "field.id desc 0" ].

--- a/docs/en/resources/tools/looker/looker-update-project-file.md
+++ b/docs/en/resources/tools/looker/looker-update-project-file.md
@@ -1,45 +0,0 @@
---
-title: "looker-update-project-file"
-type: docs
-weight: 1
-description: >
-  A "looker-update-project-file" tool updates the content of a LookML file in a project.
-aliases:
- /resources/tools/looker-update-project-file
---
-
-## About
-
-A `looker-update-project-file` tool updates the content of a LookML file.
-
-It's compatible with the following sources:
-
- [looker](../../sources/looker.md)
-
-`looker-update-project-file` accepts a project_id parameter and a file_path parameter
-as well as the new file content.
-
-## Example
-
-```yaml
-tools:
-    update_project_file:
-        kind: looker-update-project-file
-        source: looker-source
-        description: |
-          update_project_file Tool
-
-          Given a project_id and a file path within the project, as well as the content
-          of a LookML file, this tool will modify the file within the project.
-
-          This tool must be called after the dev_mode tool has changed the session to
-          dev mode.
-```
-
-## Reference
-
-| **field**   |                  **type**                  | **required** | **description**                                                                                  |
-|-------------|:------------------------------------------:|:------------:|--------------------------------------------------------------------------------------------------|
-| kind        |                   string                   |     true     | Must be "looker-update-project-file".                                                            |
-| source      |                   string                   |     true     | Name of the source Looker instance.                                                              |
-| description |                   string                   |     true     | Description of the tool that is passed to the LLM.                                               |
--- a/docs/en/resources/tools/mongodb/mongodb-delete-many.md
+++ b/docs/en/resources/tools/mongodb/mongodb-delete-many.md
@@ -54,4 +54,4 @@ tools:
 | database      | string   | true         | The name of the MongoDB database containing the collection.                                                         |
 | collection    | string   | true         | The name of the MongoDB collection from which to delete documents.                                                  |
 | filterPayload | string   | true         | The MongoDB query filter document to select the documents for deletion. Uses `{{json .param_name}}` for templating. |
-| filterParams  | list     | false        | A list of parameter objects that define the variables used in the `filterPayload`.                                  |
+| filterParams  | list     | true         | A list of parameter objects that define the variables used in the `filterPayload`.                                  |
--- a/docs/en/resources/tools/mongodb/mongodb-delete-one.md
+++ b/docs/en/resources/tools/mongodb/mongodb-delete-one.md
@@ -58,4 +58,4 @@ tools:
 | database      | string   | true         | The name of the MongoDB database containing the collection.                                                        |
 | collection    | string   | true         | The name of the MongoDB collection from which to delete a document.                                                |
 | filterPayload | string   | true         | The MongoDB query filter document to select the document for deletion. Uses `{{json .param_name}}` for templating. |
-| filterParams  | list     | false        | A list of parameter objects that define the variables used in the `filterPayload`.                                 |
+| filterParams  | list     | true         | A list of parameter objects that define the variables used in the `filterPayload`.                                 |
--- a/docs/en/resources/tools/mongodb/mongodb-find-one.md
+++ b/docs/en/resources/tools/mongodb/mongodb-find-one.md
@@ -61,7 +61,7 @@ tools:
 | database       | string   | true         | The name of the MongoDB database to query.                                                                                                   |
 | collection     | string   | true         | The name of the MongoDB collection to query.                                                                                                 |
 | filterPayload  | string   | true         | The MongoDB query filter document to select the document. Uses `{{json .param_name}}` for templating.                                        |
-| filterParams   | list     | false        | A list of parameter objects that define the variables used in the `filterPayload`.                                                           |
+| filterParams   | list     | true         | A list of parameter objects that define the variables used in the `filterPayload`.                                                           |
 | projectPayload | string   | false        | An optional MongoDB projection document to specify which fields to include (1) or exclude (0) in the result.                                 |
 | projectParams  | list     | false        | A list of parameter objects for the `projectPayload`.                                                                                        |
 | sortPayload    | string   | false        | An optional MongoDB sort document. Useful for selecting which document to return if the filter matches multiple (e.g., get the most recent). |
--- a/docs/en/resources/tools/mongodb/mongodb-find.md
+++ b/docs/en/resources/tools/mongodb/mongodb-find.md
@@ -68,7 +68,7 @@ tools:
 | database       | string   | true         | The name of the MongoDB database to query.                                                                                  |
 | collection     | string   | true         | The name of the MongoDB collection to query.                                                                                |
 | filterPayload  | string   | true         | The MongoDB query filter document to select which documents to return. Uses `{{json .param_name}}` for templating.          |
-| filterParams   | list     | false        | A list of parameter objects that define the variables used in the `filterPayload`.                                          |
+| filterParams   | list     | true         | A list of parameter objects that define the variables used in the `filterPayload`.                                          |
 | projectPayload | string   | false        | An optional MongoDB projection document to specify which fields to include (1) or exclude (0) in the results.               |
 | projectParams  | list     | false        | A list of parameter objects for the `projectPayload`.                                                                       |
 | sortPayload    | string   | false        | An optional MongoDB sort document to define the order of the returned documents. Use 1 for ascending and -1 for descending. |
--- a/docs/en/resources/tools/mongodb/mongodb-update-many.md
+++ b/docs/en/resources/tools/mongodb/mongodb-update-many.md
@@ -65,7 +65,7 @@ tools:
 | database      | string   | true         | The name of the MongoDB database containing the collection.                                                                                                                                                                 |
 | collection    | string   | true         | The name of the MongoDB collection in which to update documents.                                                                                                                                                            |
 | filterPayload | string   | true         | The MongoDB query filter document to select the documents for updating. It's written as a Go template, using `{{json .param_name}}` to insert parameters.                                                                   |
-| filterParams  | list     | false        | A list of parameter objects that define the variables used in the `filterPayload`.                                                                                                                                          |
+| filterParams  | list     | true         | A list of parameter objects that define the variables used in the `filterPayload`.                                                                                                                                          |
 | updatePayload | string   | true         | The MongoDB update document, It's written as a Go template, using `{{json .param_name}}` to insert parameters.                                                                                                              |
 | updateParams  | list     | true         | A list of parameter objects that define the variables used in the `updatePayload`.                                                                                                                                          |
 | canonical     | bool     | true         | Determines if the `filterPayload` and `updatePayload` strings are parsed using MongoDB's Canonical or Relaxed Extended JSON format. **Canonical** is stricter about type representation, while **Relaxed** is more lenient. |
--- a/docs/en/resources/tools/mongodb/mongodb-update-one.md
+++ b/docs/en/resources/tools/mongodb/mongodb-update-one.md
@@ -65,7 +65,7 @@ tools:
 | database      | string   | true         | The name of the MongoDB database containing the collection.                                                                                                                                                                                       |
 | collection    | string   | true         | The name of the MongoDB collection to update a document in.                                                                                                                                                                                       |
 | filterPayload | string   | true         | The MongoDB query filter document to select the document for updating. It's written as a Go template, using `{{json .param_name}}` to insert parameters.                                                                                          |
-| filterParams  | list     | false        | A list of parameter objects that define the variables used in the `filterPayload`.                                                                                                                                                                |
+| filterParams  | list     | true         | A list of parameter objects that define the variables used in the `filterPayload`.                                                                                                                                                                |
 | updatePayload | string   | true         | The MongoDB update document, which specifies the modifications. This often uses update operators like `$set`. It's written as a Go template, using `{{json .param_name}}` to insert parameters.                                                   |
 | updateParams  | list     | true         | A list of parameter objects that define the variables used in the `updatePayload`.                                                                                                                                                                |
 | canonical     | bool     | true         | Determines if the `updatePayload` string is parsed using MongoDB's Canonical or Relaxed Extended JSON format. **Canonical** is stricter about type representation (e.g., `{"$numberInt": "42"}`), while **Relaxed** is more lenient (e.g., `42`). |
--- a/docs/en/resources/tools/neo4j/neo4j-execute-cypher.md
+++ b/docs/en/resources/tools/neo4j/neo4j-execute-cypher.md
@@ -27,9 +27,8 @@ Cypher](https://neo4j.com/docs/cypher-manual/current/queries/) syntax and
 supports all Cypher features, including pattern matching, filtering, and
 aggregation.

-`neo4j-execute-cypher` takes a required input parameter `cypher` and run the cypher
-query against the `source`. It also supports an optional `dry_run`
-parameter to validate a query without executing it.
+`neo4j-execute-cypher` takes one input parameter `cypher` and run the cypher
+query against the `source`.

 > **Note:** This tool is intended for developer assistant workflows with
 > human-in-the-loop and shouldn't be used for production agents.
--- a/docs/en/resources/tools/oceanbase/oceanbase-execute-sql.md
+++ b/docs/en/resources/tools/oceanbase/oceanbase-execute-sql.md
@@ -13,7 +13,7 @@ aliases:
 An `oceanbase-execute-sql` tool executes a SQL statement against an OceanBase
 database. It's compatible with the following source:

- [oceanbase](../../sources/oceanbase.md)
+- [oceanbase](../sources/oceanbase.md)

 `oceanbase-execute-sql` takes one input parameter `sql` and runs the sql
 statement against the `source`.
--- a/docs/en/resources/tools/oceanbase/oceanbase-sql.md
+++ b/docs/en/resources/tools/oceanbase/oceanbase-sql.md
@@ -13,7 +13,7 @@ aliases:
 An `oceanbase-sql` tool executes a pre-defined SQL statement against an
 OceanBase database. It's compatible with the following source:

- [oceanbase](../../sources/oceanbase.md)
+- [oceanbase](../sources/oceanbase.md)

 The specified SQL statement is executed as a [prepared
 statement][mysql-prepare], and expects parameters in the SQL query to be in the
@@ -125,5 +125,5 @@ tools:
 | source             |                      string                      |     true     | Name of the source the SQL should execute on.                                                                                              |
 | description        |                      string                      |     true     | Description of the tool that is passed to the LLM.                                                                                         |
 | statement          |                      string                      |     true     | SQL statement to execute on.                                                                                                               |
-| parameters         |    [parameters](..#specifying-parameters)    |    false     | List of [parameters](..#specifying-parameters) that will be inserted into the SQL statement.                                           |
-| templateParameters | [templateParameters](..#template-parameters) |    false     | List of [templateParameters](..#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |
+| parameters         |    [parameters](_index#specifying-parameters)    |    false     | List of [parameters](_index#specifying-parameters) that will be inserted into the SQL statement.                                           |
+| templateParameters | [templateParameters](_index#template-parameters) |    false     | List of [templateParameters](_index#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |
--- a/docs/en/resources/tools/postgres/postgres-list-views.md
+++ b/docs/en/resources/tools/postgres/postgres-list-views.md
@@ -1,40 +0,0 @@
---
-title: "postgres-list-views"
-type: docs
-weight: 1
-description: >
-  The "postgres-list-views" tool lists views in a Postgres database, with a default limit of 50 rows.
-aliases:
- /resources/tools/postgres-list-views
---
-
-## About
-
-The `postgres-list-views` tool retrieves a list of top N (default 50) views from a Postgres database, excluding those in system schemas (`pg_catalog`, `information_schema`). It's compatible with any of the following sources:
-
- [alloydb-postgres](../../sources/alloydb-pg.md)
- [cloud-sql-postgres](../../sources/cloud-sql-pg.md)
- [postgres](../../sources/postgres.md)
-
-`postgres-list-views` lists detailed view information (schemaname, viewname, ownername) as JSON for views in a database. The tool takes the following input parameters:
-
- `viewname` (optional): A string pattern to filter view names. The search uses SQL 
-   LIKE operator to filter the views. Default: `""`
- `limit` (optional): The maximum number of rows to return. Default: `50`.
-
-## Example
-
-```yaml
-tools:
-  list_views:
-    kind: postgres-list-views
-    source: cloudsql-pg-source
-```
-
-## Reference
-
-| **field**   | **type** | **required**  | **description**                                      |
-|-------------|:--------:|:-------------:|------------------------------------------------------|
-| kind        |  string  |     true      | Must be "postgres-list-views".                      |
-| source      |  string  |     true      | Name of the source the SQL should execute on.        |
-| description |  string  |     false     | Description of the tool that is passed to the agent. |
--- a/docs/en/resources/tools/serverless-spark/_index.md
+++ b/docs/en/resources/tools/serverless-spark/_index.md
@@ -1,10 +0,0 @@
---
-title: "Serverless for Apache Spark"
-type: docs
-weight: 1
-description: > 
-  Tools that work with Google Cloud Serverless for Apache Spark Sources.
---
-
- [serverless-spark-get-batch](./serverless-spark-get-batch.md)
- [serverless-spark-list-batches](./serverless-spark-list-batches.md)
--- a/docs/en/resources/tools/serverless-spark/serverless-spark-get-batch.md
+++ b/docs/en/resources/tools/serverless-spark/serverless-spark-get-batch.md
@@ -1,84 +0,0 @@
---
-title: "serverless-spark-get-batch"
-type: docs
-weight: 1
-description: >
-  A "serverless-spark-get-batch" tool gets a single Spark batch from the source.
-aliases:
-  - /resources/tools/serverless-spark-get-batch
---
-
-# serverless-spark-get-batch
-
-The `serverless-spark-get-batch` tool allows you to retrieve a specific
-Serverless Spark batch job. It's compatible with the following sources:
-
- [serverless-spark](../../sources/serverless-spark.md)
-
-`serverless-spark-list-batches` accepts the following parameters:
-
- **`name`**: The short name of the batch, e.g. for
-  `projects/my-project/locations/us-central1/my-batch`, pass `my-batch`.
-
-The tool gets the `project` and `location` from the source configuration.
-
-## Example
-
-```yaml
-tools:
-  get_my_batch:
-    kind: serverless-spark-get-batch
-    source: my-serverless-spark-source
-    description: Use this tool to get a serverless spark batch.
-```
-
-## Response Format
-
-The response is a full Batch JSON object as defined in the [API
-spec](https://cloud.google.com/dataproc-serverless/docs/reference/rest/v1/projects.locations.batches#Batch).
-Example with a reduced set of fields:
-
-```json
-{
-  "createTime": "2025-10-10T15:15:21.303146Z",
-  "creator": "alice@example.com",
-  "labels": {
-    "goog-dataproc-batch-uuid": "aaaaaaaa-bbbb-cccc-dddd-eeeeeeeeeeee",
-    "goog-dataproc-location": "us-central1"
-  },
-  "name": "projects/google.com:hadoop-cloud-dev/locations/us-central1/batches/alice-20251010-abcd",
-  "operation": "projects/google.com:hadoop-cloud-dev/regions/us-central1/operations/11111111-2222-3333-4444-555555555555",
-  "runtimeConfig": {
-    "properties": {
-      "spark:spark.driver.cores": "4",
-      "spark:spark.driver.memory": "12200m"
-    }
-  },
-  "sparkBatch": {
-    "jarFileUris": ["file:///usr/lib/spark/examples/jars/spark-examples.jar"],
-    "mainClass": "org.apache.spark.examples.SparkPi"
-  },
-  "state": "SUCCEEDED",
-  "stateHistory": [
-    {
-      "state": "PENDING",
-      "stateStartTime": "2025-10-10T15:15:21.303146Z"
-    },
-    {
-      "state": "RUNNING",
-      "stateStartTime": "2025-10-10T15:16:41.291747Z"
-    }
-  ],
-  "stateTime": "2025-10-10T15:17:21.265493Z",
-  "uuid": "aaaaaaaa-bbbb-cccc-dddd-eeeeeeeeeeee"
-}
-```
-
-## Reference
-
-| **field**    | **type** | **required** | **description**                                    |
-| ------------ | :------: | :----------: | -------------------------------------------------- |
-| kind         |  string  |     true     | Must be "serverless-spark-get-batch".              |
-| source       |  string  |     true     | Name of the source the tool should use.            |
-| description  |  string  |     true     | Description of the tool that is passed to the LLM. |
-| authRequired | string[] |    false     | List of auth services required to invoke this tool |
--- a/docs/en/resources/tools/serverless-spark/serverless-spark-list-batches.md
+++ b/docs/en/resources/tools/serverless-spark/serverless-spark-list-batches.md
@@ -1,74 +0,0 @@
---
-title: "serverless-spark-list-batches"
-type: docs
-weight: 1
-description: >
-  A "serverless-spark-list-batches" tool returns a list of Spark batches from the source.
-aliases:
-  - /resources/tools/serverless-spark-list-batches
---
-
-## About
-
-A `serverless-spark-list-batches` tool returns a list of Spark batches from a
-Google Cloud Serverless for Apache Spark source. It's compatible with the
-following sources:
-
- [serverless-spark](../../sources/serverless-spark.md)
-
-`serverless-spark-list-batches` accepts the following parameters:
-
- **`filter`** (optional): A filter expression to limit the batches returned.
-  Filters are case sensitive and may contain multiple clauses combined with
-  logical operators (AND/OR). Supported fields are `batch_id`, `batch_uuid`,
-  `state`, `create_time`, and `labels`. For example: `state = RUNNING AND
-create_time < "2023-01-01T00:00:00Z"`.
- **`pageSize`** (optional): The maximum number of batches to return in a single
-  page.
- **`pageToken`** (optional): A page token, received from a previous call, to
-  retrieve the next page of results.
-
-The tool gets the `project` and `location` from the source configuration.
-
-## Example
-
-```yaml
-tools:
-  list_spark_batches:
-    kind: serverless-spark-list-batches
-    source: my-serverless-spark-source
-    description: Use this tool to list and filter serverless spark batches.
-```
-
-## Response Format
-
-```json
-{
-  "batches": [
-    {
-      "name": "projects/my-project/locations/us-central1/batches/batch-abc-123",
-      "uuid": "a1b2c3d4-e5f6-7890-1234-567890abcdef",
-      "state": "SUCCEEDED",
-      "creator": "alice@example.com",
-      "createTime": "2023-10-27T10:00:00Z"
-    },
-    {
-      "name": "projects/my-project/locations/us-central1/batches/batch-def-456",
-      "uuid": "b2c3d4e5-f6a7-8901-2345-678901bcdefa",
-      "state": "FAILED",
-      "creator": "alice@example.com",
-      "createTime": "2023-10-27T11:30:00Z"
-    }
-  ],
-  "nextPageToken": "abcd1234"
-}
-```
-
-## Reference
-
-| **field**    | **type** | **required** | **description**                                    |
-| ------------ | :------: | :----------: | -------------------------------------------------- |
-| kind         |  string  |     true     | Must be "serverless-spark-list-batches".           |
-| source       |  string  |     true     | Name of the source the tool should use.            |
-| description  |  string  |     true     | Description of the tool that is passed to the LLM. |
-| authRequired | string[] |    false     | List of auth services required to invoke this tool |
--- a/docs/en/resources/tools/tidb/tidb-execute-sql.md
+++ b/docs/en/resources/tools/tidb/tidb-execute-sql.md
@@ -14,7 +14,7 @@ aliases:
 A `tidb-execute-sql` tool executes a SQL statement against a TiDB
 database. It's compatible with the following source:

- [tidb](../../sources/tidb.md)
+- [tidb](../sources/tidb.md)

 `tidb-execute-sql` takes one input parameter `sql` and run the sql
 statement against the `source`.
--- a/docs/en/resources/tools/tidb/tidb-sql.md
+++ b/docs/en/resources/tools/tidb/tidb-sql.md
@@ -14,7 +14,7 @@ aliases:
 A `tidb-sql` tool executes a pre-defined SQL statement against a TiDB
 database. It's compatible with the following source:

- [tidb](../../sources/tidb.md)
+- [tidb](../sources/tidb.md)

 The specified SQL statement is executed as a [prepared statement][tidb-prepare],
 and expects parameters in the SQL query to be in the form of placeholders `?`.
@@ -72,7 +72,7 @@ tools:
 > including identifiers, column names, and table names. **This makes it more
 > vulnerable to SQL injections**. Using basic parameters only (see above) is
 > recommended for performance and safety reasons. For more details, please check
-> [templateParameters](..#template-parameters).
+> [templateParameters](_index#template-parameters).

 ```yaml
 tools:
@@ -101,5 +101,5 @@ tools:
 | source             |                   string                         |     true     | Name of the source the SQL should execute on.                                                                                              |
 | description        |                   string                         |     true     | Description of the tool that is passed to the LLM.                                                                                         |
 | statement          |                   string                         |     true     | SQL statement to execute on.                                                                                                               |
-| parameters         | [parameters](..#specifying-parameters)       |    false     | List of [parameters](..#specifying-parameters) that will be inserted into the SQL statement.                                           |
-| templateParameters | [templateParameters](..#template-parameters) |    false     | List of [templateParameters](..#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |
+| parameters         | [parameters](_index#specifying-parameters)       |    false     | List of [parameters](_index#specifying-parameters) that will be inserted into the SQL statement.                                           |
+| templateParameters | [templateParameters](_index#template-parameters) |    false     | List of [templateParameters](_index#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |
--- a/docs/en/resources/tools/yuagbytedb/_index.md
+++ b/docs/en/resources/tools/yuagbytedb/_index.md
@@ -1,7 +0,0 @@
---
-title: "YugabyteDB"
-type: docs
-weight: 1
-description: > 
-  Tools that work with Valkey Sources.
---
--- a/docs/en/resources/tools/yuagbytedb/yugabytedb-sql.md
+++ b/docs/en/resources/tools/yuagbytedb/yugabytedb-sql.md
@@ -69,7 +69,7 @@ tools:
 > including identifiers, column names, and table names. **This makes it more
 > vulnerable to SQL injections**. Using basic parameters  only (see above) is
 > recommended for performance and safety reasons. For more details, please check
-> [templateParameters](..#template-parameters).
+> [templateParameters](_index#template-parameters).

 ```yaml
 tools:
@@ -98,5 +98,5 @@ tools:
 | source             |                      string                      |     true     | Name of the source the SQL should execute on.                                                                                              |
 | description        |                      string                      |     true     | Description of the tool that is passed to the LLM.                                                                                         |
 | statement          |                      string                      |     true     | SQL statement to execute on.                                                                                                               |
-| parameters         |    [parameters](..#specifying-parameters)    |    false     | List of [parameters](..#specifying-parameters) that will be inserted into the SQL statement.                                           |
-| templateParameters | [templateParameters](..#template-parameters) |    false     | List of [templateParameters](..#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |
+| parameters         |    [parameters](_index#specifying-parameters)    |    false     | List of [parameters](_index#specifying-parameters) that will be inserted into the SQL statement.                                           |
+| templateParameters | [templateParameters](_index#template-parameters) |    false     | List of [templateParameters](_index#template-parameters) that will be inserted into the SQL statement before executing prepared statement. |
--- 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 = \"0.18.0\" # x-release-please-version\n",
+        "version = \"0.17.0\" # 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="0.18.0"
+    export VERSION="0.17.0"
    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 = \"0.18.0\" # x-release-please-version\n",
+        "version = \"0.17.0\" # 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/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/$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/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/$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/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/$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/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/$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
@@ -10,7 +10,7 @@ description: >

 [Model Context Protocol](https://modelcontextprotocol.io) is an open protocol
 that standardizes how applications provide context to LLMs. Check out this page
-on how to [connect to Toolbox via MCP](../../../how-to/connect_via_mcp.md).
+on how to [connect to Toolbox via MCP](../../how-to/connect_via_mcp.md).

 ## Step 1: Get a Looker Client ID and Client Secret

@@ -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/v0.18.0/$OS/toolbox
+    curl -O https://storage.googleapis.com/genai-toolbox/v0.17.0/$OS/toolbox
    ```
    <!-- {x-release-please-end} -->

--- a/gemini-extension.json
+++ b/gemini-extension.json
@@ -1,6 +0,0 @@
-{
-  "name": "mcp-toolbox-for-databases",
-  "version": "0.18.0",
-  "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
@@ -2,7 +2,7 @@ module github.com/googleapis/genai-toolbox

 go 1.24.7

-toolchain go1.25.2
+toolchain go1.25.1

 require (
 	cloud.google.com/go/alloydbconn v1.15.5
@@ -10,10 +10,9 @@ require (
 	cloud.google.com/go/bigtable v1.40.1
 	cloud.google.com/go/cloudsqlconn v1.18.1
 	cloud.google.com/go/dataplex v1.27.1
-	cloud.google.com/go/dataproc/v2 v2.14.1
-	cloud.google.com/go/firestore v1.20.0
+	cloud.google.com/go/firestore v1.19.0
 	cloud.google.com/go/geminidataanalytics v0.2.1
-	cloud.google.com/go/spanner v1.86.1
+	cloud.google.com/go/spanner v1.86.0
 	github.com/ClickHouse/clickhouse-go/v2 v2.40.3
 	github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/metric v0.53.0
 	github.com/GoogleCloudPlatform/opentelemetry-operations-go/exporter/trace v1.29.0
@@ -29,20 +28,20 @@ require (
 	github.com/go-sql-driver/mysql v1.9.3
 	github.com/goccy/go-yaml v1.18.0
 	github.com/gocql/gocql v1.7.0
+	github.com/godror/godror v0.49.3
 	github.com/google/go-cmp v0.7.0
 	github.com/google/uuid v1.6.0
 	github.com/jackc/pgx/v5 v5.7.6
 	github.com/json-iterator/go v1.1.12
-	github.com/looker-open-source/sdk-codegen/go v0.25.18
+	github.com/looker-open-source/sdk-codegen/go v0.25.16
 	github.com/microsoft/go-mssqldb v1.9.3
 	github.com/nakagami/firebirdsql v0.9.15
 	github.com/neo4j/neo4j-go-driver/v5 v5.28.4
-	github.com/redis/go-redis/v9 v9.16.0
-	github.com/sijms/go-ora/v2 v2.9.0
+	github.com/redis/go-redis/v9 v9.14.0
 	github.com/spf13/cobra v1.10.1
 	github.com/thlib/go-timezone-local v0.0.7
 	github.com/trinodb/trino-go-client v0.329.0
-	github.com/valkey-io/valkey-go v1.0.67
+	github.com/valkey-io/valkey-go v1.0.66
 	github.com/yugabyte/pgx/v5 v5.5.3-yb-5
 	go.mongodb.org/mongo-driver v1.17.4
 	go.opentelemetry.io/contrib/propagators/autoprop v0.62.0
@@ -53,11 +52,10 @@ require (
 	go.opentelemetry.io/otel/sdk v1.37.0
 	go.opentelemetry.io/otel/sdk/metric v1.37.0
 	go.opentelemetry.io/otel/trace v1.38.0
-	golang.org/x/oauth2 v0.32.0
+	golang.org/x/oauth2 v0.31.0
 	google.golang.org/api v0.251.0
-	google.golang.org/genproto v0.0.0-20251007200510-49b9836ed3ff
-	google.golang.org/protobuf v1.36.10
-	modernc.org/sqlite v1.39.1
+	google.golang.org/genproto v0.0.0-20250929231259-57b25ae835d4
+	modernc.org/sqlite v1.39.0
 )

 require (
@@ -88,6 +86,7 @@ require (
 	github.com/GoogleCloudPlatform/opentelemetry-operations-go/detectors/gcp v1.29.0 // indirect
 	github.com/GoogleCloudPlatform/opentelemetry-operations-go/internal/resourcemapping v0.53.0 // indirect
 	github.com/PuerkitoBio/goquery v1.10.3 // indirect
+	github.com/VictoriaMetrics/easyproto v0.1.4 // indirect
 	github.com/ajg/form v1.5.1 // indirect
 	github.com/apache/arrow/go/v15 v15.0.2 // indirect
 	github.com/cespare/xxhash/v2 v2.3.0 // indirect
@@ -104,11 +103,13 @@ require (
 	github.com/felixge/httpsnoop v1.0.4 // indirect
 	github.com/gabriel-vasile/mimetype v1.4.10 // indirect
 	github.com/go-jose/go-jose/v4 v4.1.1 // indirect
+	github.com/go-logfmt/logfmt v0.6.0 // indirect
 	github.com/go-logr/logr v1.4.3 // indirect
 	github.com/go-logr/stdr v1.2.2 // indirect
 	github.com/go-playground/locales v0.14.1 // indirect
 	github.com/go-playground/universal-translator v0.18.1 // indirect
 	github.com/goccy/go-json v0.10.5 // indirect
+	github.com/godror/knownpb v0.3.0 // indirect
 	github.com/golang-sql/civil v0.0.0-20220223132316-b832511892a9 // indirect
 	github.com/golang-sql/sqlexp v0.1.0 // indirect
 	github.com/golang/groupcache v0.0.0-20241129210726-2c02b8208cf8 // indirect
@@ -178,12 +179,13 @@ require (
 	golang.org/x/time v0.13.0 // indirect
 	golang.org/x/tools v0.36.0 // indirect
 	golang.org/x/xerrors v0.0.0-20240903120638-7835f813f4da // indirect
-	google.golang.org/genproto/googleapis/api v0.0.0-20251002232023-7c0ddcbb5797 // indirect
-	google.golang.org/genproto/googleapis/rpc v0.0.0-20251002232023-7c0ddcbb5797 // indirect
+	google.golang.org/genproto/googleapis/api v0.0.0-20250922171735-9219d122eba9 // indirect
+	google.golang.org/genproto/googleapis/rpc v0.0.0-20250929231259-57b25ae835d4 // indirect
 	google.golang.org/grpc v1.75.1 // indirect
+	google.golang.org/protobuf v1.36.9 // indirect
 	gopkg.in/inf.v0 v0.9.1 // indirect
 	gopkg.in/ini.v1 v1.67.0 // indirect
-	modernc.org/libc v1.66.10 // indirect
+	modernc.org/libc v1.66.3 // indirect
 	modernc.org/mathutil v1.7.1 // indirect
 	modernc.org/memory v1.11.0 // indirect
 )
--- a/go.sum
+++ b/go.sum
@@ -241,8 +241,6 @@ cloud.google.com/go/dataplex v1.27.1/go.mod h1:VB+xlYJiJ5kreonXsa2cHPj0A3CfPh/mg
 cloud.google.com/go/dataproc v1.7.0/go.mod h1:CKAlMjII9H90RXaMpSxQ8EU6dQx6iAYNPcYPOkSbi8s=
 cloud.google.com/go/dataproc v1.8.0/go.mod h1:5OW+zNAH0pMpw14JVrPONsxMQYMBqJuzORhIBfBn9uI=
 cloud.google.com/go/dataproc v1.12.0/go.mod h1:zrF3aX0uV3ikkMz6z4uBbIKyhRITnxvr4i3IjKsKrw4=
-cloud.google.com/go/dataproc/v2 v2.14.1 h1:Kxq0iomU0H4MlVP4HYeYPNJnV+YxNctf/hFrprmGy5Y=
-cloud.google.com/go/dataproc/v2 v2.14.1/go.mod h1:tSdkodShfzrrUNPDVEL6MdH9/mIEvp/Z9s9PBdbsZg8=
 cloud.google.com/go/dataqna v0.5.0/go.mod h1:90Hyk596ft3zUQ8NkFfvICSIfHFh1Bc7C4cK3vbhkeo=
 cloud.google.com/go/dataqna v0.6.0/go.mod h1:1lqNpM7rqNLVgWBJyk5NF6Uen2PHym0jtVJonplVsDA=
 cloud.google.com/go/dataqna v0.7.0/go.mod h1:Lx9OcIIeqCrw1a6KdO3/5KMP1wAmTc0slZWwP12Qq3c=
@@ -297,8 +295,8 @@ cloud.google.com/go/filestore v1.4.0/go.mod h1:PaG5oDfo9r224f8OYXURtAsY+Fbyq/bLY
 cloud.google.com/go/filestore v1.5.0/go.mod h1:FqBXDWBp4YLHqRnVGveOkHDf8svj9r5+mUDLupOWEDs=
 cloud.google.com/go/filestore v1.6.0/go.mod h1:di5unNuss/qfZTw2U9nhFqo8/ZDSc466dre85Kydllg=
 cloud.google.com/go/firestore v1.9.0/go.mod h1:HMkjKHNTtRyZNiMzu7YAsLr9K3X2udY2AMwDaMEQiiE=
-cloud.google.com/go/firestore v1.20.0 h1:JLlT12QP0fM2SJirKVyu2spBCO8leElaW0OOtPm6HEo=
-cloud.google.com/go/firestore v1.20.0/go.mod h1:jqu4yKdBmDN5srneWzx3HlKrHFWFdlkgjgQ6BKIOFQo=
+cloud.google.com/go/firestore v1.19.0 h1:E3FiRsWfZKwZ6W+Lsp1YqTzZ9H6jP+QsKW40KR21C8I=
+cloud.google.com/go/firestore v1.19.0/go.mod h1:jqu4yKdBmDN5srneWzx3HlKrHFWFdlkgjgQ6BKIOFQo=
 cloud.google.com/go/functions v1.6.0/go.mod h1:3H1UA3qiIPRWD7PeZKLvHZ9SaQhR26XIJcC0A5GbvAk=
 cloud.google.com/go/functions v1.7.0/go.mod h1:+d+QBcWM+RsrgZfV9xo6KfA1GlzJfxcfZcRPEhDDfzg=
 cloud.google.com/go/functions v1.8.0/go.mod h1:RTZ4/HsQjIqIYP9a9YPbU+QFoQsAlYgrwOXJWHn1POY=
@@ -548,8 +546,8 @@ cloud.google.com/go/shell v1.6.0/go.mod h1:oHO8QACS90luWgxP3N9iZVuEiSF84zNyLytb+
 cloud.google.com/go/spanner v1.41.0/go.mod h1:MLYDBJR/dY4Wt7ZaMIQ7rXOTLjYrmxLE/5ve9vFfWos=
 cloud.google.com/go/spanner v1.44.0/go.mod h1:G8XIgYdOK+Fbcpbs7p2fiprDw4CaZX63whnSMLVBxjk=
 cloud.google.com/go/spanner v1.45.0/go.mod h1:FIws5LowYz8YAE1J8fOS7DJup8ff7xJeetWEo5REA2M=
-cloud.google.com/go/spanner v1.86.1 h1:lSeVPwUotuKTpf8K6BPitzneQfGu73QcDFIca2lshG8=
-cloud.google.com/go/spanner v1.86.1/go.mod h1:bbwCXbM+zljwSPLZ44wZOdzcdmy89hbUGmM/r9sD0ws=
+cloud.google.com/go/spanner v1.86.0 h1:jlNWusBol1Jxa9PmYGknUBzLwvD1cebuEenzqebZ9xs=
+cloud.google.com/go/spanner v1.86.0/go.mod h1:bbwCXbM+zljwSPLZ44wZOdzcdmy89hbUGmM/r9sD0ws=
 cloud.google.com/go/speech v1.6.0/go.mod h1:79tcr4FHCimOp56lwC01xnt/WPJZc4v3gzyT7FoBkCM=
 cloud.google.com/go/speech v1.7.0/go.mod h1:KptqL+BAQIhMsj1kOP2la5DSEEerPDuOP/2mmkhHhZQ=
 cloud.google.com/go/speech v1.8.0/go.mod h1:9bYIl1/tjsAnMgKGHKmBZzXKEkGgtU+MpdDPTE9f7y0=
@@ -683,6 +681,10 @@ github.com/Nvveen/Gotty v0.0.0-20120604004816-cd527374f1e5/go.mod h1:lmUJ/7eu/Q8
 github.com/OneOfOne/xxhash v1.2.2/go.mod h1:HSdplMjZKSmBqAxg5vPj2TmRDmfkzw+cTzAElWljhcU=
 github.com/PuerkitoBio/goquery v1.10.3 h1:pFYcNSqHxBD06Fpj/KsbStFRsgRATgnf3LeXiUkhzPo=
 github.com/PuerkitoBio/goquery v1.10.3/go.mod h1:tMUX0zDMHXYlAQk6p35XxQMqMweEKB7iK7iLNd4RH4Y=
+github.com/UNO-SOFT/zlog v0.8.1 h1:TEFkGJHtUfTRgMkLZiAjLSHALjwSBdw6/zByMC5GJt4=
+github.com/UNO-SOFT/zlog v0.8.1/go.mod h1:yqFOjn3OhvJ4j7ArJqQNA+9V+u6t9zSAyIZdWdMweWc=
+github.com/VictoriaMetrics/easyproto v0.1.4 h1:r8cNvo8o6sR4QShBXQd1bKw/VVLSQma/V2KhTBPf+Sc=
+github.com/VictoriaMetrics/easyproto v0.1.4/go.mod h1:QlGlzaJnDfFd8Lk6Ci/fuLxfTo3/GThPs2KH23mv710=
 github.com/ahmetb/dlog v0.0.0-20170105205344-4fb5f8204f26 h1:3YVZUqkoev4mL+aCwVOSWV4M7pN+NURHL38Z2zq5JKA=
 github.com/ahmetb/dlog v0.0.0-20170105205344-4fb5f8204f26/go.mod h1:ymXt5bw5uSNu4jveerFxE0vNYxF8ncqbptntMaFMg3k=
 github.com/ajg/form v1.5.1 h1:t9c7v8JUKu/XxOGBU0yjNpaMloxGEJhUkqFRq0ibGeU=
@@ -880,6 +882,8 @@ github.com/go-kit/log v0.1.0/go.mod h1:zbhenjAZHb184qTLMA9ZjW7ThYL0H2mk7Q6pNt4vb
 github.com/go-latex/latex v0.0.0-20210118124228-b3d85cf34e07/go.mod h1:CO1AlKB2CSIqUrmQPqA0gdRIlnLEY0gK5JGjh37zN5U=
 github.com/go-latex/latex v0.0.0-20210823091927-c0d11ff05a81/go.mod h1:SX0U8uGpxhq9o2S/CELCSUxEWWAuoCUcVCQWv7G2OCk=
 github.com/go-logfmt/logfmt v0.5.0/go.mod h1:wCYkCAKZfumFQihp8CzCvQ3paCTfi41vtzG1KdI/P7A=
+github.com/go-logfmt/logfmt v0.6.0 h1:wGYYu3uicYdqXVgoYbvnkrPVXkuLM1p1ifugDMEdRi4=
+github.com/go-logfmt/logfmt v0.6.0/go.mod h1:WYhtIu8zTZfxdn5+rREduYbwxfcBr/Vr6KEVveWlfTs=
 github.com/go-logr/logr v1.2.2/go.mod h1:jdQByPbusPIv2/zmleS9BjJVeZ6kBagPoEUsqbVz/1A=
 github.com/go-logr/logr v1.4.3 h1:CjnDlHq8ikf6E492q6eKboGOC0T8CDaOvkHCIg8idEI=
 github.com/go-logr/logr v1.4.3/go.mod h1:9T104GzyrTigFIr8wt5mBrctHMim0Nb2HLGrmQ40KvY=
@@ -907,6 +911,10 @@ github.com/goccy/go-yaml v1.18.0 h1:8W7wMFS12Pcas7KU+VVkaiCng+kG8QiFeFwzFb+rwuw=
 github.com/goccy/go-yaml v1.18.0/go.mod h1:XBurs7gK8ATbW4ZPGKgcbrY1Br56PdM69F7LkFRi1kA=
 github.com/gocql/gocql v1.7.0 h1:O+7U7/1gSN7QTEAaMEsJc1Oq2QHXvCWoF3DFK9HDHus=
 github.com/gocql/gocql v1.7.0/go.mod h1:vnlvXyFZeLBF0Wy+RS8hrOdbn0UWsWtdg07XJnFxZ+4=
+github.com/godror/godror v0.49.3 h1:84CPEu1p3qPvpN7PTHv8NDept+t+d+AoO/7WjYVsFNc=
+github.com/godror/godror v0.49.3/go.mod h1:kTMcxZzRw73RT5kn9v3JkBK4kHI6dqowHotqV72ebU8=
+github.com/godror/knownpb v0.3.0 h1:+caUdy8hTtl7X05aPl3tdL540TvCcaQA6woZQroLZMw=
+github.com/godror/knownpb v0.3.0/go.mod h1:PpTyfJwiOEAzQl7NtVCM8kdPCnp3uhxsZYIzZ5PV4zU=
 github.com/gogo/protobuf v1.3.2/go.mod h1:P1XiOD3dCwIKUDQYPy72D8LYyHL2YPYrpS2s69NZV8Q=
 github.com/golang-jwt/jwt/v5 v5.3.0 h1:pv4AsKCKKZuqlgs5sUmn4x8UlGa0kEVt/puTpKx9vvo=
 github.com/golang-jwt/jwt/v5 v5.3.0/go.mod h1:fxCRLWMO43lRc8nhHWY6LGqRcf+1gQWArsqaEUEa5bE=
@@ -1134,8 +1142,8 @@ github.com/kylelemons/godebug v1.1.0 h1:RPNrshWIDI6G2gRW9EHilWtl7Z6Sb1BR0xunSBf0
 github.com/kylelemons/godebug v1.1.0/go.mod h1:9/0rRGxNHcop5bhtWyNeEfOS8JIWk580+fNqagV/RAw=
 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/looker-open-source/sdk-codegen/go v0.25.18 h1:me1JBFRnOBCrDWwpoSUVDVDFcFmcYMR2ijbx6ATtwTs=
-github.com/looker-open-source/sdk-codegen/go v0.25.18/go.mod h1:Br1ntSiruDJ/4nYNjpYyWyCbqJ7+GQceWbIgn0hYims=
+github.com/looker-open-source/sdk-codegen/go v0.25.16 h1:eOSGfU9Vls4nlA2rOxy8SNqFOW5PRDgC5p9jsS+lYJc=
+github.com/looker-open-source/sdk-codegen/go v0.25.16/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=
@@ -1170,6 +1178,8 @@ github.com/ncruces/go-strftime v0.1.9 h1:bY0MQC28UADQmHmaF5dgpLmImcShSi2kHU9XLdh
 github.com/ncruces/go-strftime v0.1.9/go.mod h1:Fwc5htZGVVkseilnfgOVb9mKy6w1naJmn9CehxcKcls=
 github.com/neo4j/neo4j-go-driver/v5 v5.28.4 h1:7toxehVcYkZbyxV4W3Ib9VcnyRBQPucF+VwNNmtSXi4=
 github.com/neo4j/neo4j-go-driver/v5 v5.28.4/go.mod h1:Vff8OwT7QpLm7L2yYr85XNWe9Rbqlbeb9asNXJTHO4k=
+github.com/oklog/ulid/v2 v2.0.2 h1:r4fFzBm+bv0wNKNh5eXTwU7i85y5x+uwkxCUTNVQqLc=
+github.com/oklog/ulid/v2 v2.0.2/go.mod h1:mtBL0Qe/0HAx6/a4Z30qxVIAL1eQDweXq5lxOEiwQ68=
 github.com/onsi/gomega v1.36.2 h1:koNYke6TVk6ZmnyHrCXba/T/MoLBXFjeC1PtvYgw0A8=
 github.com/onsi/gomega v1.36.2/go.mod h1:DdwyADRjrc825LhMEkD76cHR5+pUnjhUN8GlHlRPHzY=
 github.com/opencontainers/go-digest v1.0.0 h1:apOUWs51W5PlhuyGyz9FCeeBIOUDA/6nW8Oi/yOhh5U=
@@ -1208,8 +1218,8 @@ github.com/pmezard/go-difflib v1.0.1-0.20181226105442-5d4384ee4fb2/go.mod h1:iKH
 github.com/prometheus/client_model v0.0.0-20190812154241-14fe0d1b01d4/go.mod h1:xMI15A0UPsDsEKsMN9yxemIoYk6Tm2C1GtYGdfGttqA=
 github.com/prometheus/client_model v0.2.0/go.mod h1:xMI15A0UPsDsEKsMN9yxemIoYk6Tm2C1GtYGdfGttqA=
 github.com/prometheus/client_model v0.3.0/go.mod h1:LDGWKZIo7rky3hgvBe+caln+Dr3dPggB5dvjtD7w9+w=
-github.com/redis/go-redis/v9 v9.16.0 h1:OotgqgLSRCmzfqChbQyG1PHC3tLNR89DG4jdOERSEP4=
-github.com/redis/go-redis/v9 v9.16.0/go.mod h1:u410H11HMLoB+TP67dz8rL9s6QW2j76l0//kSOd3370=
+github.com/redis/go-redis/v9 v9.14.0 h1:u4tNCjXOyzfgeLN+vAZaW1xUooqWDqVEsZN0U01jfAE=
+github.com/redis/go-redis/v9 v9.14.0/go.mod h1:huWgSWd8mW6+m0VPhJjSSQ+d6Nh1VICQ6Q5lHuCH/Iw=
 github.com/remyoudompheng/bigfft v0.0.0-20200410134404-eec4a21b6bb0/go.mod h1:qqbHyh8v60DhA7CoWK5oRCqLrMHRGoxYCSS9EjAz6Eo=
 github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec h1:W09IVJc94icq4NjY3clb7Lk8O1qJ8BdBEF8z0ibU0rE=
 github.com/remyoudompheng/bigfft v0.0.0-20230129092748-24d4a6f8daec/go.mod h1:qqbHyh8v60DhA7CoWK5oRCqLrMHRGoxYCSS9EjAz6Eo=
@@ -1226,8 +1236,6 @@ github.com/segmentio/asm v1.2.0 h1:9BQrFxC+YOHJlTlHGkTrFWf59nbL3XnCoFLTwDCI7ys=
 github.com/segmentio/asm v1.2.0/go.mod h1:BqMnlJP91P8d+4ibuonYZw9mfnzI9HfxselHZr5aAcs=
 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=
-github.com/sijms/go-ora/v2 v2.9.0/go.mod h1:QgFInVi3ZWyqAiJwzBQA+nbKYKH77tdp1PYoCqhR2dU=
 github.com/sirupsen/logrus v1.4.2/go.mod h1:tLMulIdttU9McNUspp0xgXVQah82FyeX6MwdIuYE2rE=
 github.com/sirupsen/logrus v1.9.3 h1:dueUQJ1C2q9oE3F7wvmSGAaVtTmUizReu6fjN8uqzbQ=
 github.com/sirupsen/logrus v1.9.3/go.mod h1:naHLuLoDiP4jHNo9R0sCBMtWGeIprob74mVsIT4qYEQ=
@@ -1264,8 +1272,8 @@ github.com/thlib/go-timezone-local v0.0.7/go.mod h1:/Tnicc6m/lsJE0irFMA0LfIwTBo4
 github.com/tidwall/pretty v1.0.0/go.mod h1:XNkn88O1ChpSDQmQeStsy+sBenx6DDtFZJxhVysOjyk=
 github.com/trinodb/trino-go-client v0.329.0 h1:tAQR5oXsW81C+lA0xiZsyoOcD7qYLv6Rtdw7SqH5Cy0=
 github.com/trinodb/trino-go-client v0.329.0/go.mod h1:BXj9QNy6pA4Gn8eIu9dVdRhetABCjFAOZ6xxsVsOZJE=
-github.com/valkey-io/valkey-go v1.0.67 h1:QPaRcuBmazhyoWTxk7I2XcSALhoL7UhAReR5o/rh1Po=
-github.com/valkey-io/valkey-go v1.0.67/go.mod h1:bHmwjIEOrGq/ubOJfh5uMRs7Xj6mV3mQ/ZXUbmqpjqY=
+github.com/valkey-io/valkey-go v1.0.66 h1:DIEF1XpwbO78xK2sMTghYE3Bz6pePWJTNxKtgoAuA3A=
+github.com/valkey-io/valkey-go v1.0.66/go.mod h1:bHmwjIEOrGq/ubOJfh5uMRs7Xj6mV3mQ/ZXUbmqpjqY=
 github.com/xdg-go/pbkdf2 v1.0.0 h1:Su7DPu48wXMwC3bs7MCNG+z4FhcyEuz5dlvchbq0B0c=
 github.com/xdg-go/pbkdf2 v1.0.0/go.mod h1:jrpuAogTd400dnrH08LKmI/xc1MbPOebTwRqcT5RDeI=
 github.com/xdg-go/scram v1.1.1/go.mod h1:RaEWvsqvNKKvBPvcKeFjrG2cJqOkHTiyTpzz23ni57g=
@@ -1540,8 +1548,8 @@ golang.org/x/oauth2 v0.4.0/go.mod h1:RznEsdpjGAINPTOF0UH/t+xJ75L18YO3Ho6Pyn+uRec
 golang.org/x/oauth2 v0.5.0/go.mod h1:9/XBHVqLaWO3/BRHs5jbpYCnOZVjj5V0ndyaAM7KB4I=
 golang.org/x/oauth2 v0.6.0/go.mod h1:ycmewcwgD4Rpr3eZJLSB4Kyyljb3qDh40vJ8STE5HKw=
 golang.org/x/oauth2 v0.7.0/go.mod h1:hPLQkd9LyjfXTiRohC/41GhcFqxisoUQ99sCUOHO9x4=
-golang.org/x/oauth2 v0.32.0 h1:jsCblLleRMDrxMN29H3z/k1KliIvpLgCkE6R8FXXNgY=
-golang.org/x/oauth2 v0.32.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
+golang.org/x/oauth2 v0.31.0 h1:8Fq0yVZLh4j4YA47vHKFTa9Ew5XIrCP8LC6UeNZnLxo=
+golang.org/x/oauth2 v0.31.0/go.mod h1:lzm5WQJQwKZ3nwavOZ3IS5Aulzxi68dUSgRHujetwEA=
 golang.org/x/sync v0.0.0-20180314180146-1d60e4601c6f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20181108010431-42b317875d0f/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
 golang.org/x/sync v0.0.0-20181221193216-37e7f081c4d4/go.mod h1:RxMgew5VJxzue5/jJTE5uejpjVlOe/izrB70Jof72aM=
@@ -1665,6 +1673,8 @@ golang.org/x/term v0.12.0/go.mod h1:owVbMEjm3cBLCHdkQu9b1opXd4ETQWc3BhuQGKgXgvU=
 golang.org/x/term v0.17.0/go.mod h1:lLRBjIVuehSbZlaOtGMbcMncT+aqLLLmKrsjNrUguwk=
 golang.org/x/term v0.20.0/go.mod h1:8UkIAJTvZgivsXaD6/pH6U9ecQzZ45awqEOzuCvwpFY=
 golang.org/x/term v0.27.0/go.mod h1:iMsnZpn0cago0GOrHO2+Y7u7JPn5AylBrcoWkElMTSM=
+golang.org/x/term v0.35.0 h1:bZBVKBudEyhRcajGcNc3jIfWPqV4y/Kt2XcoigOWtDQ=
+golang.org/x/term v0.35.0/go.mod h1:TPGtkTLesOwf2DE8CgVYiZinHAOuy5AYUYT1lENIZnA=
 golang.org/x/text v0.0.0-20170915032832-14c0d48ead0c/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.0/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
 golang.org/x/text v0.3.1-0.20180807135948-17ff2d5776d2/go.mod h1:NqM8EUOU14njkJ3fqMW+pc6Ldnwhi/IjpwHt7yyuwOQ=
@@ -1982,12 +1992,12 @@ google.golang.org/genproto v0.0.0-20230323212658-478b75c54725/go.mod h1:UUQDJDOl
 google.golang.org/genproto v0.0.0-20230330154414-c0448cd141ea/go.mod h1:UUQDJDOlWu4KYeJZffbWgBkS1YFobzKbLVfK69pe0Ak=
 google.golang.org/genproto v0.0.0-20230331144136-dcfb400f0633/go.mod h1:UUQDJDOlWu4KYeJZffbWgBkS1YFobzKbLVfK69pe0Ak=
 google.golang.org/genproto v0.0.0-20230410155749-daa745c078e1/go.mod h1:nKE/iIaLqn2bQwXBg8f1g2Ylh6r5MN5CmZvuzZCgsCU=
-google.golang.org/genproto v0.0.0-20251007200510-49b9836ed3ff h1:3jGSSqkLOAYU1gI52uHoj51zxEsGMEYatnBFU0m6pB8=
-google.golang.org/genproto v0.0.0-20251007200510-49b9836ed3ff/go.mod h1:45Y7O/+fGjlhL8+FRpuLqM9YKvn+AU5dolRkE3DOaX8=
-google.golang.org/genproto/googleapis/api v0.0.0-20251002232023-7c0ddcbb5797 h1:D/zZ8knc/wLq9imidPFpHsGuRUYTCWWCwemZ2dxACGs=
-google.golang.org/genproto/googleapis/api v0.0.0-20251002232023-7c0ddcbb5797/go.mod h1:NnuHhy+bxcg30o7FnVAZbXsPHUDQ9qKWAQKCD7VxFtk=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251002232023-7c0ddcbb5797 h1:CirRxTOwnRWVLKzDNrs0CXAaVozJoR4G9xvdRecrdpk=
-google.golang.org/genproto/googleapis/rpc v0.0.0-20251002232023-7c0ddcbb5797/go.mod h1:HSkG/KdJWusxU1F6CNrwNDjBMgisKxGnc5dAZfT0mjQ=
+google.golang.org/genproto v0.0.0-20250929231259-57b25ae835d4 h1:HmI33/XNQ1jVwhb5ZUgot40oiwFHa2l5ZNkQpj8VaEg=
+google.golang.org/genproto v0.0.0-20250929231259-57b25ae835d4/go.mod h1:OqVwZqqGV3h7k+YCVWXoTtwC2cs55RnDEUVMMadhxrc=
+google.golang.org/genproto/googleapis/api v0.0.0-20250922171735-9219d122eba9 h1:jm6v6kMRpTYKxBRrDkYAitNJegUeO1Mf3Kt80obv0gg=
+google.golang.org/genproto/googleapis/api v0.0.0-20250922171735-9219d122eba9/go.mod h1:LmwNphe5Afor5V3R5BppOULHOnt2mCIf+NxMd4XiygE=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20250929231259-57b25ae835d4 h1:i8QOKZfYg6AbGVZzUAY3LrNWCKF8O6zFisU9Wl9RER4=
+google.golang.org/genproto/googleapis/rpc v0.0.0-20250929231259-57b25ae835d4/go.mod h1:HSkG/KdJWusxU1F6CNrwNDjBMgisKxGnc5dAZfT0mjQ=
 google.golang.org/grpc v1.19.0/go.mod h1:mqu4LbDTu4XGKhr4mRzUsmM4RtVoemTSY81AxZiDr8c=
 google.golang.org/grpc v1.20.1/go.mod h1:10oTOabMzJvdu6/UiuZezV6QK5dSlG84ov/aaiqXj38=
 google.golang.org/grpc v1.21.1/go.mod h1:oYelfM1adQP15Ek0mdvEgi9Df8B9CZIaU1084ijfRaM=
@@ -2049,8 +2059,8 @@ google.golang.org/protobuf v1.28.0/go.mod h1:HV8QOd/L58Z+nl8r43ehVNZIU/HEI6OcFqw
 google.golang.org/protobuf v1.28.1/go.mod h1:HV8QOd/L58Z+nl8r43ehVNZIU/HEI6OcFqwMG9pJV4I=
 google.golang.org/protobuf v1.29.1/go.mod h1:HV8QOd/L58Z+nl8r43ehVNZIU/HEI6OcFqwMG9pJV4I=
 google.golang.org/protobuf v1.30.0/go.mod h1:HV8QOd/L58Z+nl8r43ehVNZIU/HEI6OcFqwMG9pJV4I=
-google.golang.org/protobuf v1.36.10 h1:AYd7cD/uASjIL6Q9LiTjz8JLcrh/88q5UObnmY3aOOE=
-google.golang.org/protobuf v1.36.10/go.mod h1:HTf+CrKn2C3g5S8VImy6tdcUvCska2kB7j23XfzDpco=
+google.golang.org/protobuf v1.36.9 h1:w2gp2mA27hUeUzj9Ex9FBjsBm40zfaDtEWow293U7Iw=
+google.golang.org/protobuf v1.36.9/go.mod h1:fuxRtAxBytpl4zzqUh6/eyUujkJdNiuEkXntxiD/uRU=
 gopkg.in/check.v1 v0.0.0-20161208181325-20d25e280405/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20180628173108-788fd7840127/go.mod h1:Co6ibVJAznAaIkqp8huTwlJQCZ016jof/cbN4VW5Yz0=
 gopkg.in/check.v1 v1.0.0-20201130134442-10cb98267c6c h1:Hei/4ADfdWqJk1ZMxUNpqntNwaWcugrBjAiHlqqRiVk=
@@ -2080,19 +2090,19 @@ lukechampine.com/uint128 v1.2.0/go.mod h1:c4eWIwlEGaxC/+H1VguhU4PHXNWDCDMUlWdIWl
 modernc.org/cc/v3 v3.36.0/go.mod h1:NFUHyPn4ekoC/JHeZFfZurN6ixxawE1BnVonP/oahEI=
 modernc.org/cc/v3 v3.36.2/go.mod h1:NFUHyPn4ekoC/JHeZFfZurN6ixxawE1BnVonP/oahEI=
 modernc.org/cc/v3 v3.36.3/go.mod h1:NFUHyPn4ekoC/JHeZFfZurN6ixxawE1BnVonP/oahEI=
-modernc.org/cc/v4 v4.26.5 h1:xM3bX7Mve6G8K8b+T11ReenJOT+BmVqQj0FY5T4+5Y4=
-modernc.org/cc/v4 v4.26.5/go.mod h1:uVtb5OGqUKpoLWhqwNQo/8LwvoiEBLvZXIQ/SmO6mL0=
+modernc.org/cc/v4 v4.26.2 h1:991HMkLjJzYBIfha6ECZdjrIYz2/1ayr+FL8GN+CNzM=
+modernc.org/cc/v4 v4.26.2/go.mod h1:uVtb5OGqUKpoLWhqwNQo/8LwvoiEBLvZXIQ/SmO6mL0=
 modernc.org/ccgo/v3 v3.0.0-20220428102840-41399a37e894/go.mod h1:eI31LL8EwEBKPpNpA4bU1/i+sKOwOrQy8D87zWUcRZc=
 modernc.org/ccgo/v3 v3.0.0-20220430103911-bc99d88307be/go.mod h1:bwdAnOoaIt8Ax9YdWGjxWsdkPcZyRPHqrOvJxaKAKGw=
 modernc.org/ccgo/v3 v3.16.4/go.mod h1:tGtX0gE9Jn7hdZFeU88slbTh1UtCYKusWOoCJuvkWsQ=
 modernc.org/ccgo/v3 v3.16.6/go.mod h1:tGtX0gE9Jn7hdZFeU88slbTh1UtCYKusWOoCJuvkWsQ=
 modernc.org/ccgo/v3 v3.16.8/go.mod h1:zNjwkizS+fIFDrDjIAgBSCLkWbJuHF+ar3QRn+Z9aws=
 modernc.org/ccgo/v3 v3.16.9/go.mod h1:zNMzC9A9xeNUepy6KuZBbugn3c0Mc9TeiJO4lgvkJDo=
-modernc.org/ccgo/v4 v4.28.1 h1:wPKYn5EC/mYTqBO373jKjvX2n+3+aK7+sICCv4Fjy1A=
-modernc.org/ccgo/v4 v4.28.1/go.mod h1:uD+4RnfrVgE6ec9NGguUNdhqzNIeeomeXf6CL0GTE5Q=
+modernc.org/ccgo/v4 v4.28.0 h1:rjznn6WWehKq7dG4JtLRKxb52Ecv8OUGah8+Z/SfpNU=
+modernc.org/ccgo/v4 v4.28.0/go.mod h1:JygV3+9AV6SmPhDasu4JgquwU81XAKLd3OKTUDNOiKE=
 modernc.org/ccorpus v1.11.6/go.mod h1:2gEUTrWqdpH2pXsmTM1ZkjeSrUWDpjMu2T6m29L/ErQ=
-modernc.org/fileutil v1.3.40 h1:ZGMswMNc9JOCrcrakF1HrvmergNLAmxOPjizirpfqBA=
-modernc.org/fileutil v1.3.40/go.mod h1:HxmghZSZVAz/LXcMNwZPA/DRrQZEVP9VX0V4LQGQFOc=
+modernc.org/fileutil v1.3.8 h1:qtzNm7ED75pd1C7WgAGcK4edm4fvhtBsEiI/0NQ54YM=
+modernc.org/fileutil v1.3.8/go.mod h1:HxmghZSZVAz/LXcMNwZPA/DRrQZEVP9VX0V4LQGQFOc=
 modernc.org/gc/v2 v2.6.5 h1:nyqdV8q46KvTpZlsw66kWqwXRHdjIlJOhG6kxiV/9xI=
 modernc.org/gc/v2 v2.6.5/go.mod h1:YgIahr1ypgfe7chRuJi2gD7DBQiKSLMPgBQe9oIiito=
 modernc.org/goabi0 v0.2.0 h1:HvEowk7LxcPd0eq6mVOAEMai46V+i7Jrj13t4AzuNks=
@@ -2105,8 +2115,8 @@ modernc.org/libc v1.16.17/go.mod h1:hYIV5VZczAmGZAnG15Vdngn5HSF5cSkbvfz2B7GRuVU=
 modernc.org/libc v1.16.19/go.mod h1:p7Mg4+koNjc8jkqwcoFBJx7tXkpj00G77X7A72jXPXA=
 modernc.org/libc v1.17.0/go.mod h1:XsgLldpP4aWlPlsjqKRdHPqCxCjISdHfM/yeWC5GyW0=
 modernc.org/libc v1.17.1/go.mod h1:FZ23b+8LjxZs7XtFMbSzL/EhPxNbfZbErxEHc7cbD9s=
-modernc.org/libc v1.66.10 h1:yZkb3YeLx4oynyR+iUsXsybsX4Ubx7MQlSYEw4yj59A=
-modernc.org/libc v1.66.10/go.mod h1:8vGSEwvoUoltr4dlywvHqjtAqHBaw0j1jI7iFBTAr2I=
+modernc.org/libc v1.66.3 h1:cfCbjTUcdsKyyZZfEUKfoHcP3S0Wkvz3jgSzByEWVCQ=
+modernc.org/libc v1.66.3/go.mod h1:XD9zO8kt59cANKvHPXpx7yS2ELPheAey0vjIuZOhOU8=
 modernc.org/mathutil v1.2.2/go.mod h1:mZW8CKdRPY1v87qxC/wUdX5O1qDzXMP5TH3wjfpga6E=
 modernc.org/mathutil v1.4.1/go.mod h1:mZW8CKdRPY1v87qxC/wUdX5O1qDzXMP5TH3wjfpga6E=
 modernc.org/mathutil v1.5.0/go.mod h1:mZW8CKdRPY1v87qxC/wUdX5O1qDzXMP5TH3wjfpga6E=
@@ -2124,8 +2134,8 @@ modernc.org/opt v0.1.4/go.mod h1:03fq9lsNfvkYSfxrfUhZCWPk1lm4cq4N+Bh//bEtgns=
 modernc.org/sortutil v1.2.1 h1:+xyoGf15mM3NMlPDnFqrteY07klSFxLElE2PVuWIJ7w=
 modernc.org/sortutil v1.2.1/go.mod h1:7ZI3a3REbai7gzCLcotuw9AC4VZVpYMjDzETGsSMqJE=
 modernc.org/sqlite v1.18.1/go.mod h1:6ho+Gow7oX5V+OiOQ6Tr4xeqbx13UZ6t+Fw9IRUG4d4=
-modernc.org/sqlite v1.39.1 h1:H+/wGFzuSCIEVCvXYVHX5RQglwhMOvtHSv+VtidL2r4=
-modernc.org/sqlite v1.39.1/go.mod h1:9fjQZ0mB1LLP0GYrp39oOJXx/I2sxEnZtzCmEQIKvGE=
+modernc.org/sqlite v1.39.0 h1:6bwu9Ooim0yVYA7IZn9demiQk/Ejp0BtTjBWFLymSeY=
+modernc.org/sqlite v1.39.0/go.mod h1:cPTJYSlgg3Sfg046yBShXENNtPrWrDX8bsbAQBzgQ5E=
 modernc.org/strutil v1.1.1/go.mod h1:DE+MQQ/hjKBZS2zNInV5hhcipt5rLPWkmpbGeW5mmdw=
 modernc.org/strutil v1.1.3/go.mod h1:MEHNA7PdEnEwLvspRMtWTNnp2nnyvMfkimT1NKNAGbw=
 modernc.org/strutil v1.2.1 h1:UneZBkQA+DX2Rp35KcM69cSsNES9ly8mQWD71HKlOA0=
--- a/internal/prebuiltconfigs/prebuiltconfigs_test.go
+++ b/internal/prebuiltconfigs/prebuiltconfigs_test.go
@@ -44,7 +44,6 @@ var expectedToolSources = []string{
 	"neo4j",
 	"oceanbase",
 	"postgres",
-	"serverless-spark",
 	"spanner-postgres",
 	"spanner",
 	"sqlite",
--- a/internal/prebuiltconfigs/tools/alloydb-postgres.yaml
+++ b/internal/prebuiltconfigs/tools/alloydb-postgres.yaml
@@ -156,9 +156,6 @@ tools:
              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-pg-source
 toolsets:
    alloydb_postgres_database_tools:
        - execute_sql
@@ -172,4 +169,3 @@ toolsets:
        - list_replication_slots
        - list_invalid_indexes
        - get_query_plan
-        - list_views
--- a/internal/prebuiltconfigs/tools/cloud-sql-postgres.yaml
+++ b/internal/prebuiltconfigs/tools/cloud-sql-postgres.yaml
@@ -155,10 +155,6 @@ tools:
              description: "The SQL statement for which you want to generate plan (omit the EXPLAIN keyword)."
              required: true

-    list_views:
-        kind: postgres-list-views
-        source: cloudsql-pg-source
-
 toolsets:
    cloud_sql_postgres_database_tools:
        - execute_sql
@@ -172,4 +168,3 @@ toolsets:
        - list_replication_slots
        - list_invalid_indexes
        - get_query_plan
-        - list_views
--- a/internal/prebuiltconfigs/tools/looker.yaml
+++ b/internal/prebuiltconfigs/tools/looker.yaml
@@ -118,8 +118,6 @@ tools:
          quotes. Filter expressions can be found at
          https://cloud.google.com/looker/docs/filter-expressions. There
          is one mistake in that, however, Use `not null` instead of `-NULL`.
-          If the condition is a string that contains a comma, use a second
-          set of quotes. For example, {"user.city": "'New York, NY'"}.

          Sorts can be specified like [ "field.id desc 0" ].

@@ -747,78 +745,6 @@ tools:

          The result is a list of objects that are candidates for deletion.

-    dev_mode:
-        kind: looker-dev-mode
-        source: looker-source
-        description: |
-          dev_mode Tool
-
-          Passing true to this tool switches the session to dev mode. Passing false to this tool switches the
-          session to production mode.
-
-    get_projects:
-        kind: looker-get-projects
-        source: looker-source
-        description: |
-          get_projects Tool
-
-          This tool returns the project_id and project_name for
-          all the LookML projects on the looker instance.
-
-    get_project_files:
-        kind: looker-get-project-files
-        source: looker-source
-        description: |
-          get_project_files Tool
-
-          Given a project_id this tool returns the details about
-          the LookML files that make up that project.
-
-    get_project_file:
-        kind: looker-get-project-file
-        source: looker-source
-        description: |
-          get_project_file Tool
-
-          Given a project_id and a file path within the project, this tool returns
-          the contents of the LookML file.
-
-    create_project_file:
-        kind: looker-create-project-file
-        source: looker-source
-        description: |
-          create_project_file Tool
-
-          Given a project_id and a file path within the project, as well as the content
-          of a LookML file, this tool will create a new file within the project.
-
-          This tool must be called after the dev_mode tool has changed the session to
-          dev mode.
-
-    update_project_file:
-        kind: looker-update-project-file
-        source: looker-source
-        description: |
-          update_project_file Tool
-
-          Given a project_id and a file path within the project, as well as the content
-          of a LookML file, this tool will modify the file within the project.
-
-          This tool must be called after the dev_mode tool has changed the session to
-          dev mode.
-
-    delete_project_file:
-        kind: looker-delete-project-file
-        source: looker-source
-        description: |
-          delete_project_file Tool
-
-          Given a project_id and a file path within the project, this tool will delete
-          the file from the project.
-
-          This tool must be called after the dev_mode tool has changed the session to
-          dev mode.
-
 toolsets:
    looker_tools:
        - get_models
@@ -838,11 +764,4 @@ toolsets:
        - add_dashboard_element
        - health_pulse
        - health_analyze
-        - health_vacuum
-        - dev_mode
-        - get_projects
-        - get_project_files
-        - get_project_file
-        - create_project_file
-        - update_project_file
-        - delete_project_file
+        - health_vacuum
--- a/internal/prebuiltconfigs/tools/postgres.yaml
+++ b/internal/prebuiltconfigs/tools/postgres.yaml
@@ -154,10 +154,6 @@ tools:
              description: "The SQL statement for which you want to generate plan (omit the EXPLAIN keyword)."
              required: true

-    list_views:
-        kind: postgres-list-views
-        source: postgresql-source
-
 toolsets:
    postgres_database_tools:
        - execute_sql
@@ -171,4 +167,3 @@ toolsets:
        - list_replication_slots
        - list_invalid_indexes
        - get_query_plan
-        - list_views
--- a/internal/prebuiltconfigs/tools/serverless-spark.yaml
+++ b/internal/prebuiltconfigs/tools/serverless-spark.yaml
@@ -1,32 +0,0 @@
-# Copyright 2025 Google LLC
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-#     http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-sources:
-  serverless-spark-source:
-    kind: serverless-spark
-    project: ${SERVERLESS_SPARK_PROJECT}
-    location: ${SERVERLESS_SPARK_LOCATION}
-
-tools:
-  list_batches:
-    kind: serverless-spark-list-batches
-    source: serverless-spark-source
-  get_batch:
-    kind: serverless-spark-get-batch
-    source: serverless-spark-source
-
-toolsets:
-  serverless_spark_tools:
-    - list_batches
-    - get_batch
--- a/internal/server/server.go
+++ b/internal/server/server.go
@@ -21,7 +21,6 @@ import (
 	"net"
 	"net/http"
 	"strconv"
-	"strings"
 	"sync"
 	"time"

@@ -164,11 +163,7 @@ func InitializeConfigs(ctx context.Context, cfg ServerConfig) (
 		}
 		sourcesMap[name] = s
 	}
-	sourceNames := make([]string, 0, len(sourcesMap))
-	for name := range sourcesMap {
-		sourceNames = append(sourceNames, name)
-	}
-	l.InfoContext(ctx, fmt.Sprintf("Initialized %d sources: %s", len(sourcesMap), strings.Join(sourceNames, ", ")))
+	l.InfoContext(ctx, fmt.Sprintf("Initialized %d sources.", len(sourcesMap)))

 	// initialize and validate the auth services from configs
 	authServicesMap := make(map[string]auth.AuthService)
@@ -192,11 +187,7 @@ func InitializeConfigs(ctx context.Context, cfg ServerConfig) (
 		}
 		authServicesMap[name] = a
 	}
-	authServiceNames := make([]string, 0, len(authServicesMap))
-	for name := range authServicesMap {
-		authServiceNames = append(authServiceNames, name)
-	}
-	l.InfoContext(ctx, fmt.Sprintf("Initialized %d authServices: %s", len(authServicesMap), strings.Join(authServiceNames, ", ")))
+	l.InfoContext(ctx, fmt.Sprintf("Initialized %d authServices.", len(authServicesMap)))

 	// initialize and validate the tools from configs
 	toolsMap := make(map[string]tools.Tool)
@@ -220,11 +211,7 @@ func InitializeConfigs(ctx context.Context, cfg ServerConfig) (
 		}
 		toolsMap[name] = t
 	}
-	toolNames := make([]string, 0, len(toolsMap))
-	for name := range toolsMap {
-		toolNames = append(toolNames, name)
-	}
-	l.InfoContext(ctx, fmt.Sprintf("Initialized %d tools: %s", len(toolsMap), strings.Join(toolNames, ", ")))
+	l.InfoContext(ctx, fmt.Sprintf("Initialized %d tools.", len(toolsMap)))

 	// create a default toolset that contains all tools
 	allToolNames := make([]string, 0, len(toolsMap))
@@ -257,15 +244,7 @@ func InitializeConfigs(ctx context.Context, cfg ServerConfig) (
 		}
 		toolsetsMap[name] = t
 	}
-	toolsetNames := make([]string, 0, len(toolsetsMap))
-	for name := range toolsetsMap {
-		if name == "" {
-			toolsetNames = append(toolsetNames, "default")
-		} else {
-			toolsetNames = append(toolsetNames, name)
-		}
-	}
-	l.InfoContext(ctx, fmt.Sprintf("Initialized %d toolsets: %s", len(toolsetsMap), strings.Join(toolsetNames, ", ")))
+	l.InfoContext(ctx, fmt.Sprintf("Initialized %d toolsets.", len(toolsetsMap)))

 	return sourcesMap, authServicesMap, toolsMap, toolsetsMap, nil
 }
--- a/internal/sources/alloydbpg/alloydb_pg.go
+++ b/internal/sources/alloydbpg/alloydb_pg.go
@@ -106,8 +106,6 @@ func getOpts(ipType, userAgent string, useIAM bool) ([]alloydbconn.Option, error
 		opts = append(opts, alloydbconn.WithDefaultDialOptions(alloydbconn.WithPrivateIP()))
 	case "public":
 		opts = append(opts, alloydbconn.WithDefaultDialOptions(alloydbconn.WithPublicIP()))
-	case "psc":
-		opts = append(opts, alloydbconn.WithDefaultDialOptions(alloydbconn.WithPSC()))
 	default:
 		return nil, fmt.Errorf("invalid ipType %s", ipType)
 	}
--- a/internal/sources/alloydbpg/alloydb_pg_test.go
+++ b/internal/sources/alloydbpg/alloydb_pg_test.go
@@ -159,7 +159,7 @@ func TestFailParseFromYaml(t *testing.T) {
 					user: my_user
 					password: my_pass
 			`,
-			err: "unable to parse source \"my-pg-instance\" as \"alloydb-postgres\": ipType invalid: must be one of \"public\", \"private\", or \"psc\"",
+			err: "unable to parse source \"my-pg-instance\" as \"alloydb-postgres\": ipType invalid: must be one of \"public\", or \"private\"",
 		},
 		{
 			desc: "extra field",
--- a/Show More
+++ b/Show More
@@ -1 +1 @@
 .18.0
 .17.0