deploy: chore(main): release 0.32.0 (googleapis#2876)

🤖 I have created a release *beep* *boop*
---

##
[0.32.0](googleapis/mcp-toolbox@v0.31.0...v0.32.0)
(2026-04-08)

### ⚠ BREAKING CHANGES

* update repo name
([googleapis#2968](googleapis#2968))

### Features

* Add MCP tool annotations to all remaining tools
([googleapis#2221](googleapis#2221))
([ea09db9](googleapis@ea09db9))
* **bigquery:** Add conversational analytics tools for Data Agents
([googleapis#2517](googleapis#2517))
([2490a4b](googleapis@2490a4b))
* **embeddingModel:** Add Backend API selection fields
([googleapis#2592](googleapis#2592))
([912aa9e](googleapis@912aa9e))
* **skills:** Add Claude Code support to generated scripts
([googleapis#2966](googleapis#2966))
([a1609e1](googleapis@a1609e1))
* **skills:** Add codex user agent
([googleapis#2973](googleapis#2973))
([070e939](googleapis@070e939))
* **skills:** Tool invocation via npx
([googleapis#2916](googleapis#2916))
([377dc5b](googleapis@377dc5b))
* **sources/singlestore:** Add ConnectionParams to SingleStore Config
([googleapis#2555](googleapis#2555))
([73e2a8c](googleapis@73e2a8c))
* **tool/dataplex-lookup-context:** Relax project constraint and enforce
location
([googleapis#2952](googleapis#2952))
([7ebfdf1](googleapis@7ebfdf1))
* **tools/looker:** Looker agent management from MCP
([googleapis#2830](googleapis#2830))
([649d4ad](googleapis@649d4ad))
* **ui:** Update to use `/mcp` endpoint
([googleapis#2829](googleapis#2829))
([c3059c2](googleapis@c3059c2))

### Bug Fixes

* **bigquery:** Add impersonateServiceAccount to prebuilt config
([googleapis#2770](googleapis#2770))
([9c3a748](googleapis@9c3a748))
* **quickstart:** Robust tool lookup and modernize dependencies in
Python samples
([googleapis#2863](googleapis#2863))
([4c0845d](googleapis@4c0845d))
* **skills:** Fix skill generation template
([googleapis#2914](googleapis#2914))
([a01a15e](googleapis@a01a15e))
* **skills:** Prevent empty strings overriding optional env vars in node
scripts ([googleapis#2963](googleapis#2963))
([c52adeb](googleapis@c52adeb))
* **tests/bigquery:** Implement uuid-based isolation and reliable
resource cleanup
([googleapis#2547](googleapis#2547))
([479d842](googleapis@479d842))
* **tests/Bigtable:** Implement uuid-based isolation and reliable
resource cleanup
([googleapis#2880](googleapis#2880))
([a769f15](googleapis@a769f15))
* Update error for ConvertConfig function
([googleapis#2993](googleapis#2993))
([62bdabb](googleapis@62bdabb))

### Code Refactoring

* Update repo name
([googleapis#2968](googleapis#2968))
([3aae809](googleapis@3aae809))

---
This PR was generated with [Release
Please](https://github.com/googleapis/release-please). See
[documentation](https://github.com/googleapis/release-please#release-please).

---------

Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> b9ae1c6

Author: renovate-bot

dev/documentation/connect-to/ides/looker_mcp/index.html

@@ -249,7 +249,7 @@
    },
    "outputs": [],
    "source": [
-    "version = \"0.31.0\" # x-release-please-version\n",
+    "version = \"0.32.0\" # x-release-please-version\n",
     "! curl -O https://storage.googleapis.com/mcp-toolbox-for-databases/v{version}/linux/amd64/toolbox\n",
     "\n",
     "# Make the binary executable\n",

dev/documentation/connect-to/ides/mssql_mcp/index.html

@@ -578,7 +578,7 @@
 </span>Tip</p><p>Select the
 <a href=https://github.com/googleapis/mcp-toolbox/releases>correct binary</a>
 corresponding to your OS and CPU architecture.</p></div><div class=highlight><pre tabindex=0 class=chroma><code class=language-bash data-lang=bash><span class=line><span class=cl><span class=nb>export</span> <span class=nv>OS</span><span class=o>=</span><span class=s2>&#34;linux/amd64&#34;</span> <span class=c1># one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64</span>
-</span></span><span class=line><span class=cl>curl -O https://storage.googleapis.com/mcp-toolbox-for-databases/v0.31.0/<span class=nv>$OS</span>/toolbox
+</span></span><span class=line><span class=cl>curl -O https://storage.googleapis.com/mcp-toolbox-for-databases/v0.32.0/<span class=nv>$OS</span>/toolbox
 </span></span></code></pre></div></li><li><p>Make the binary executable:</p><div class=highlight><pre tabindex=0 class=chroma><code class=language-bash data-lang=bash><span class=line><span class=cl>chmod +x toolbox
 </span></span></code></pre></div></li><li><p>Write the following into a <code>tools.yaml</code> file. Be sure to update any fields
 such as <code>user</code>, <code>password</code>, or <code>database</code> that you may have customized in the

dev/documentation/connect-to/ides/mysql_mcp/index.html

@@ -576,7 +576,7 @@
 </span>Tip</p><p>Select the
 <a href=https://github.com/googleapis/mcp-toolbox/releases>correct binary</a>
 corresponding to your OS and CPU architecture.</p></div><div class=highlight><pre tabindex=0 class=chroma><code class=language-bash data-lang=bash><span class=line><span class=cl><span class=nb>export</span> <span class=nv>OS</span><span class=o>=</span><span class=s2>&#34;linux/amd64&#34;</span> <span class=c1># one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64</span>
-</span></span><span class=line><span class=cl>curl -O https://storage.googleapis.com/mcp-toolbox-for-databases/v0.31.0/<span class=nv>$OS</span>/toolbox
+</span></span><span class=line><span class=cl>curl -O https://storage.googleapis.com/mcp-toolbox-for-databases/v0.32.0/<span class=nv>$OS</span>/toolbox
 </span></span></code></pre></div></li><li><p>Make the binary executable:</p><div class=highlight><pre tabindex=0 class=chroma><code class=language-bash data-lang=bash><span class=line><span class=cl>chmod +x toolbox
 </span></span></code></pre></div></li><li><p>Write the following into a <code>tools.yaml</code> file. Be sure to update any fields
 such as <code>user</code>, <code>password</code>, or <code>database</code> that you may have customized in the