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494 Commits

Author SHA1 Message Date
Twisha Bansal
cfd4b18dee docs: fix prompt message (#1930)
## Description

> Should include a concise description of the changes (bug or feature),
it's
> impact, along with a summary of the solution

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
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> few things you can do to make sure it goes smoothly:

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- [ ] Make sure to open an issue as a

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  before writing your code! That way we can discuss the change, evaluate
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- [ ] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #<issue_number_goes_here>
2025-11-12 13:57:55 +05:30
Twisha Bansal
d2576cbc38 docs: add links (#1931)
## Description

> Should include a concise description of the changes (bug or feature),
it's
> impact, along with a summary of the solution

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [x] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [ ] Code coverage does not decrease (if any source code was changed)
- [ ] Appropriate docs were updated (if necessary)
- [ ] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #<issue_number_goes_here>
2025-11-12 13:04:54 +05:30
Twisha Bansal
cd56ea44fb feat: Added prompt support for toolbox (#1798)
## Description

Added MCP prompt support in the toolbox server.

- No updates needed corresponding to
https://github.com/googleapis/genai-toolbox/pull/1828/files.

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [x] Make sure you reviewed
[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [x] Make sure to open an issue as a
[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
before writing your code! That way we can discuss the change, evaluate
designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [x] Code coverage does not decrease (if any source code was changed)
- [x] Appropriate docs were updated (if necessary)
- [x] Make sure to add `!` if this involve a breaking change

🛠️ Fixes https://github.com/googleapis/genai-toolbox/issues/1040

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
Co-authored-by: dishaprakash <57954147+dishaprakash@users.noreply.github.com>
Co-authored-by: Mend Renovate <bot@renovateapp.com>
Co-authored-by: Averi Kitsch <akitsch@google.com>
Co-authored-by: Anmol Shukla <shuklaanmol@google.com>
Co-authored-by: Harsh Jha <83023263+rapid-killer-9@users.noreply.github.com>
Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>
Co-authored-by: Kurtis Van Gent <31518063+kurtisvg@users.noreply.github.com>
Co-authored-by: Dr. Strangelove <drstrangelove@google.com>
Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>
Co-authored-by: Dave Borowitz <dborowitz@google.com>
2025-11-11 23:07:51 +05:30
Sri Varshitha
12bdd95459 feat(source/alloydb, source/cloud-sql-postgres,source/cloud-sql-mysql,source/cloud-sql-mssql): Use project from env for alloydb and cloud sql control plane tools (#1588)
## Description

---
This change introduces the `DefaultProject` field for the
`alloydb-admin` and `cloud-sql-admin` sources. This field allows the
alloydb and cloud sql control plane tools to use the project value from
the environment variables (Ex: `ALLOYDB_POSTGRES_PROJECT`) if it is
already set instead of asking the user.

## PR Checklist

---
> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [x] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [x] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [x] Code coverage does not decrease (if any source code was changed)
- [x] Appropriate docs were updated (if necessary)
- [x] Make sure to add `!` if this involve a breaking change

🛠️ Fixes: https://github.com/gemini-cli-extensions/alloydb/issues/47

---------

Co-authored-by: Averi Kitsch <akitsch@google.com>
2025-11-11 04:14:47 +00:00
Mend Renovate
61739300be chore(deps): update dependency llama-index-llms-google-genai to v0.7.3 (#1886)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
| llama-index-llms-google-genai | `==0.7.1` -> `==0.7.3` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/llama-index-llms-google-genai/0.7.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
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|

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - At any time (no schedule defined).

🚦 **Automerge**: Disabled by config. Please merge this manually once you
are satisfied.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
rebase/retry checkbox.

🔕 **Ignore**: Close this PR and you won't be reminded about this update
again.

---

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this box

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This PR was generated by [Mend Renovate](https://mend.io/renovate/).
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2025-11-10 14:01:45 -08:00
Mend Renovate
3b140f5006 chore(deps): update module google.golang.org/adk to v0.1.0 (#1887)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
| [google.golang.org/adk](https://redirect.github.com/google/adk-go) |
`v0.0.0-20251105212711-ccd61aa4a1b6` -> `v0.1.0` |
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|

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - At any time (no schedule defined).

🚦 **Automerge**: Disabled by config. Please merge this manually once you
are satisfied.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
rebase/retry checkbox.

🔕 **Ignore**: Close this PR and you won't be reminded about this update
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2025-11-10 13:29:13 -08:00
Mend Renovate
edd739c490 chore(deps): update dependency pytest to v9 (#1911)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
| [pytest](https://redirect.github.com/pytest-dev/pytest)
([changelog](https://docs.pytest.org/en/stable/changelog.html)) |
`==8.4.2` -> `==9.0.0` |
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|

---

### Release Notes

<details>
<summary>pytest-dev/pytest (pytest)</summary>

###
[`v9.0.0`](https://redirect.github.com/pytest-dev/pytest/releases/tag/9.0.0)

[Compare
Source](https://redirect.github.com/pytest-dev/pytest/compare/8.4.2...9.0.0)

### pytest 9.0.0 (2025-11-05)

#### New features

-
[#&#8203;1367](https://redirect.github.com/pytest-dev/pytest/issues/1367):
**Support for subtests** has been added.

`subtests <subtests>` are an alternative to parametrization, useful in
situations where the parametrization values are not all known at
collection time.

  Example:

  ```python
  def contains_docstring(p: Path) -> bool:
"""Return True if the given Python file contains a top-level
docstring."""
      ...

def test_py_files_contain_docstring(subtests: pytest.Subtests) -> None:
      for path in Path.cwd().glob("*.py"):
          with subtests.test(path=str(path)):
              assert contains_docstring(path)
  ```

Each assert failure or error is caught by the context manager and
reported individually, giving a clear picture of all files that are
missing a docstring.

  In addition, `unittest.TestCase.subTest` is now also supported.

This feature was originally implemented as a separate plugin in
[pytest-subtests](https://redirect.github.com/pytest-dev/pytest-subtests),
but since then has been merged into the core.

  > \[!NOTE]
> This feature is experimental and will likely evolve in future
releases. By that we mean that we might change how subtests are reported
on failure, but the functionality and how to use it are stable.

-
[#&#8203;13743](https://redirect.github.com/pytest-dev/pytest/issues/13743):
Added support for **native TOML configuration files**.

While pytest, since version 6, supports configuration in
`pyproject.toml` files under `[tool.pytest.ini_options]`,
it does so in an "INI compatibility mode", where all configuration
values are treated as strings or list of strings.
  Now, pytest supports the native TOML data model.

In `pyproject.toml`, the native TOML configuration is under the
`[tool.pytest]` table.

  ```toml
  # pyproject.toml
  [tool.pytest]
  minversion = "9.0"
  addopts = ["-ra", "-q"]
  testpaths = [
      "tests",
      "integration",
  ]
  ```

The `[tool.pytest.ini_options]` table remains supported, but both tables
cannot be used at the same time.

If you prefer to use a separate configuration file, or don't use
`pyproject.toml`, you can use `pytest.toml` or `.pytest.toml`:

  ```toml
  # pytest.toml or .pytest.toml
  [pytest]
  minversion = "9.0"
  addopts = ["-ra", "-q"]
  testpaths = [
      "tests",
      "integration",
  ]
  ```

The documentation now (sometimes) shows configuration snippets in both
TOML and INI formats, in a tabbed interface.

  See `config file formats` for full details.

-
[#&#8203;13823](https://redirect.github.com/pytest-dev/pytest/issues/13823):
Added a **"strict mode"** enabled by the `strict` configuration option.

  When set to `true`, the `strict` option currently enables

  - `strict_config`
  - `strict_markers`
  - `strict_parametrization_ids`
  - `strict_xfail`

The individual strictness options can be explicitly set to override the
global `strict` setting.

The previously-deprecated `--strict` command-line flag now enables
strict mode.

If pytest adds new strictness options in the future, they will also be
enabled in strict mode.
Therefore, you should only enable strict mode if you use a pinned/locked
version of pytest,
or if you want to proactively adopt new strictness options as they are
added.

  See `strict mode` for more details.

-
[#&#8203;13737](https://redirect.github.com/pytest-dev/pytest/issues/13737):
Added the `strict_parametrization_ids` configuration option.

When set, pytest emits an error if it detects non-unique parameter set
IDs,
rather than automatically making the IDs unique by adding <span
class="title-ref">0</span>, <span class="title-ref">1</span>, ... to
them.
  This can be particularly useful for catching unintended duplicates.

-
[#&#8203;13072](https://redirect.github.com/pytest-dev/pytest/issues/13072):
Added support for displaying test session **progress in the terminal
tab** using the [OSC
9;4;](https://conemu.github.io/en/AnsiEscapeCodes.html#ConEmu_specific_OSC)
ANSI sequence.
When pytest runs in a supported terminal emulator like ConEmu, Gnome
Terminal, Ptyxis, Windows Terminal, Kitty or Ghostty,
  you'll see the progress in the terminal tab or window,
  allowing you to monitor pytest's progress at a glance.

This feature is automatically enabled when running in a TTY. It is
implemented as an internal plugin. If needed, it can be disabled as
follows:

- On a user level, using `-p no:terminalprogress` on the command line or
via an environment variable `PYTEST_ADDOPTS='-p no:terminalprogress'`.
- On a project configuration level, using `addopts = "-p
no:terminalprogress"`.

-
[#&#8203;478](https://redirect.github.com/pytest-dev/pytest/issues/478):
Support PEP420 (implicit namespace packages) as <span
class="title-ref">--pyargs</span> target when
`consider_namespace_packages` is <span class="title-ref">true</span> in
the config.

Previously, this option only impacted package imports, now it also
impacts tests discovery.

-
[#&#8203;13678](https://redirect.github.com/pytest-dev/pytest/issues/13678):
Added a new `faulthandler_exit_on_timeout` configuration option set to
"false" by default to let <span class="title-ref">faulthandler</span>
interrupt the <span class="title-ref">pytest</span> process after a
timeout in case of deadlock.

Previously, a <span class="title-ref">faulthandler</span> timeout would
only dump the traceback of all threads to stderr, but would not
interrupt the <span class="title-ref">pytest</span> process.

  \-- by `ogrisel`.

-
[#&#8203;13829](https://redirect.github.com/pytest-dev/pytest/issues/13829):
Added support for configuration option aliases via the `aliases`
parameter in `Parser.addini() <pytest.Parser.addini>`.

  Plugins can now register alternative names for configuration options,
allowing for more flexibility in configuration naming and supporting
backward compatibility when renaming options.
The canonical name always takes precedence if both the canonical name
and an alias are specified in the configuration file.

#### Improvements in existing functionality

-
[#&#8203;13330](https://redirect.github.com/pytest-dev/pytest/issues/13330):
Having pytest configuration spread over more than one file (for example
having both a `pytest.ini` file and `pyproject.toml` with a
`[tool.pytest.ini_options]` table) will now print a warning to make it
clearer to the user that only one of them is actually used.

  \-- by `sgaist`

-
[#&#8203;13574](https://redirect.github.com/pytest-dev/pytest/issues/13574):
The single argument `--version` no longer loads the entire plugin
infrastructure, making it faster and more reliable when displaying only
the pytest version.

Passing `--version` twice (e.g., `pytest --version --version`) retains
the original behavior, showing both the pytest version and plugin
information.

  > \[!NOTE]
> Since `--version` is now processed early, it only takes effect when
passed directly via the command line. It will not work if set through
other mechanisms, such as `PYTEST_ADDOPTS` or `addopts`.

-
[#&#8203;13823](https://redirect.github.com/pytest-dev/pytest/issues/13823):
Added `strict_xfail` as an alias to the `xfail_strict` option,
  `strict_config` as an alias to the `--strict-config` flag,
  and `strict_markers` as an alias to the `--strict-markers` flag.
This makes all strictness options consistently have configuration
options with the prefix `strict_`.

-
[#&#8203;13700](https://redirect.github.com/pytest-dev/pytest/issues/13700):
<span class="title-ref">--junitxml</span> no longer prints the <span
class="title-ref">generated xml file</span> summary at the end of the
pytest session when <span class="title-ref">--quiet</span> is given.

-
[#&#8203;13732](https://redirect.github.com/pytest-dev/pytest/issues/13732):
Previously, when filtering warnings, pytest would fail if the filter
referenced a class that could not be imported. Now, this only outputs a
message indicating the problem.

-
[#&#8203;13859](https://redirect.github.com/pytest-dev/pytest/issues/13859):
Clarify the error message for <span
class="title-ref">pytest.raises()</span> when a regex <span
class="title-ref">match</span> fails.

-
[#&#8203;13861](https://redirect.github.com/pytest-dev/pytest/issues/13861):
Better sentence structure in a test's expected error message.
Previously, the error message would be "expected exception must be
\<expected>, but got \<actual>". Now, it is "Expected \<expected>, but
got \<actual>".

#### Removals and backward incompatible breaking changes

-
[#&#8203;12083](https://redirect.github.com/pytest-dev/pytest/issues/12083):
Fixed a bug where an invocation such as <span class="title-ref">pytest
a/ a/b</span> would cause only tests from <span
class="title-ref">a/b</span> to run, and not other tests under <span
class="title-ref">a/</span>.

The fix entails a few breaking changes to how such overlapping arguments
and duplicates are handled:

1. <span class="title-ref">pytest a/b a/</span> or <span
class="title-ref">pytest a/ a/b</span> are equivalent to <span
class="title-ref">pytest a</span>; if an argument overlaps another
arguments, only the prefix remains.
2. <span class="title-ref">pytest x.py x.py</span> is equivalent to
<span class="title-ref">pytest x.py</span>; previously such an
invocation was taken as an explicit request to run the tests from the
file twice.

If you rely on these behaviors, consider using `--keep-duplicates
<duplicate-paths>`, which retains its existing behavior (including the
bug).

-
[#&#8203;13719](https://redirect.github.com/pytest-dev/pytest/issues/13719):
Support for Python 3.9 is dropped following its end of life.

-
[#&#8203;13766](https://redirect.github.com/pytest-dev/pytest/issues/13766):
Previously, pytest would assume it was running in a CI/CD environment if
either of the environment variables <span class="title-ref">$CI</span>
or <span class="title-ref">$BUILD\_NUMBER</span> was defined;
now, CI mode is only activated if at least one of those variables is
defined and set to a *non-empty* value.

-
[#&#8203;13779](https://redirect.github.com/pytest-dev/pytest/issues/13779):
**PytestRemovedIn9Warning deprecation warnings are now errors by
default.**

Following our plan to remove deprecated features with as little
disruption as
possible, all warnings of type `PytestRemovedIn9Warning` now generate
errors
  instead of warning messages by default.

**The affected features will be effectively removed in pytest 9.1**, so
please consult the
`deprecations` section in the docs for directions on how to update
existing code.

In the pytest `9.0.X` series, it is possible to change the errors back
into warnings as a
  stopgap measure by adding this to your `pytest.ini` file:

  ```ini
  [pytest]
  filterwarnings =
      ignore::pytest.PytestRemovedIn9Warning
  ```

  But this will stop working when pytest `9.1` is released.

**If you have concerns** about the removal of a specific feature, please
add a
  comment to `13779`.

#### Deprecations (removal in next major release)

-
[#&#8203;13807](https://redirect.github.com/pytest-dev/pytest/issues/13807):
`monkeypatch.syspath_prepend() <pytest.MonkeyPatch.syspath_prepend>` now
issues a deprecation warning when the prepended path contains legacy
namespace packages (those using `pkg_resources.declare_namespace()`).
  Users should migrate to native namespace packages (`420`).
  See `monkeypatch-fixup-namespace-packages` for details.

#### Bug fixes

-
[#&#8203;13445](https://redirect.github.com/pytest-dev/pytest/issues/13445):
Made the type annotations of `pytest.skip` and friends more
spec-complaint to have them work across more type checkers.

-
[#&#8203;13537](https://redirect.github.com/pytest-dev/pytest/issues/13537):
Fixed a bug in which `ExceptionGroup` with only `Skipped` exceptions in
teardown was not handled correctly and showed as error.

-
[#&#8203;13598](https://redirect.github.com/pytest-dev/pytest/issues/13598):
Fixed possible collection confusion on Windows when short paths and
symlinks are involved.

-
[#&#8203;13716](https://redirect.github.com/pytest-dev/pytest/issues/13716):
Fixed a bug where a nonsensical invocation like `pytest x.py[a]` (a file
cannot be parametrized) was silently treated as `pytest x.py`. This is
now a usage error.

-
[#&#8203;13722](https://redirect.github.com/pytest-dev/pytest/issues/13722):
Fixed a misleading assertion failure message when using `pytest.approx`
on mappings with differing lengths.

-
[#&#8203;13773](https://redirect.github.com/pytest-dev/pytest/issues/13773):
Fixed the static fixture closure calculation to properly consider
transitive dependencies requested by overridden fixtures.

-
[#&#8203;13816](https://redirect.github.com/pytest-dev/pytest/issues/13816):
Fixed `pytest.approx` which now returns a clearer error message when
comparing mappings with different keys.

-
[#&#8203;13849](https://redirect.github.com/pytest-dev/pytest/issues/13849):
Hidden `.pytest.ini` files are now picked up as the config file even if
empty.
  This was an inconsistency with non-hidden `pytest.ini`.

-
[#&#8203;13865](https://redirect.github.com/pytest-dev/pytest/issues/13865):
Fixed <span class="title-ref">--show-capture</span> with <span
class="title-ref">--tb=line</span>.

-
[#&#8203;13522](https://redirect.github.com/pytest-dev/pytest/issues/13522):
Fixed `pytester` in subprocess mode ignored all :attr\`pytester.plugins
\<pytest.Pytester.plugins>\` except the first.

Fixed `pytester` in subprocess mode silently ignored non-str
`pytester.plugins <pytest.Pytester.plugins>`.
  Now it errors instead.
If you are affected by this, specify the plugin by name, or switch the
affected tests to use `pytester.runpytest_inprocess
<pytest.Pytester.runpytest_inprocess>` explicitly instead.

#### Packaging updates and notes for downstreams

-
[#&#8203;13791](https://redirect.github.com/pytest-dev/pytest/issues/13791):
Minimum requirements on `iniconfig` and `packaging` were bumped to
`1.0.1` and `22.0.0`, respectively.

#### Contributor-facing changes

-
[#&#8203;12244](https://redirect.github.com/pytest-dev/pytest/issues/12244):
Fixed self-test failures when <span class="title-ref">TERM=dumb</span>.
-
[#&#8203;12474](https://redirect.github.com/pytest-dev/pytest/issues/12474):
Added scheduled GitHub Action Workflow to run Sphinx linkchecks in repo
documentation.
-
[#&#8203;13621](https://redirect.github.com/pytest-dev/pytest/issues/13621):
pytest's own testsuite now handles the `lsof` command hanging (e.g. due
to unreachable network filesystems), with the affected selftests being
skipped after 10 seconds.
-
[#&#8203;13638](https://redirect.github.com/pytest-dev/pytest/issues/13638):
Fixed deprecated `gh pr new` command in `scripts/prepare-release-pr.py`.
The script now uses `gh pr create` which is compatible with GitHub CLI
v2.0+.
-
[#&#8203;13695](https://redirect.github.com/pytest-dev/pytest/issues/13695):
Flush <span class="title-ref">stdout</span> and <span
class="title-ref">stderr</span> in <span
class="title-ref">Pytester.run</span> to avoid truncated outputs in
<span class="title-ref">test\_faulthandler.py::test\_timeout</span> on
CI -- by `ogrisel`.
-
[#&#8203;13771](https://redirect.github.com/pytest-dev/pytest/issues/13771):
Skip <span
class="title-ref">test\_do\_not\_collect\_symlink\_siblings</span> on
Windows environments without symlink support to avoid false negatives.
-
[#&#8203;13841](https://redirect.github.com/pytest-dev/pytest/issues/13841):
`tox>=4` is now required when contributing to pytest.
-
[#&#8203;13625](https://redirect.github.com/pytest-dev/pytest/issues/13625):
Added missing docstrings to `pytest_addoption()`, `pytest_configure()`,
and `cacheshow()` functions in `cacheprovider.py`.

#### Miscellaneous internal changes

-
[#&#8203;13830](https://redirect.github.com/pytest-dev/pytest/issues/13830):
Configuration overrides (`-o`/`--override-ini`) are now processed during
startup rather than during `config.getini() <pytest.Config.getini>`.

</details>

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - At any time (no schedule defined).

🚦 **Automerge**: Disabled by config. Please merge this manually once you
are satisfied.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
rebase/retry checkbox.

🔕 **Ignore**: Close this PR and you won't be reminded about this update
again.

---

- [ ] <!-- rebase-check -->If you want to rebase/retry this PR, check
this box

---

This PR was generated by [Mend Renovate](https://mend.io/renovate/).
View the [repository job
log](https://developer.mend.io/github/googleapis/genai-toolbox).

<!--renovate-debug:eyJjcmVhdGVkSW5WZXIiOiI0MS4xNTkuNCIsInVwZGF0ZWRJblZlciI6IjQxLjE1OS40IiwidGFyZ2V0QnJhbmNoIjoibWFpbiIsImxhYmVscyI6W119-->
2025-11-10 18:59:34 +00:00
release-please[bot]
cd8d68d464 chore(main): release 0.19.1 (#1901)
🤖 I have created a release *beep* *boop*
---


##
[0.19.1](https://github.com/googleapis/genai-toolbox/compare/v0.19.0...v0.19.1)
(2025-11-07)


### ⚠ BREAKING CHANGES

* **tools/alloydbainl:** update AlloyDB AI NL statement order
([#1753](https://github.com/googleapis/genai-toolbox/issues/1753))
* **tools/bigquery-analyze-contribution:** Add allowed dataset support
([#1675](https://github.com/googleapis/genai-toolbox/issues/1675))
([ef28e39](ef28e39e90))
* **tools/bigquery-get-dataset-info:** add allowed dataset support
([#1654](https://github.com/googleapis/genai-toolbox/issues/1654))

### Features

* Support `excludeValues` for parameters
([#1818](https://github.com/googleapis/genai-toolbox/issues/1818))
([a8e98dc](a8e98dc99d))
* **elasticsearch:** Add Elasticsearch source and tools
([#1109](https://github.com/googleapis/genai-toolbox/issues/1109))
([5367285](5367285e91))
* **mindsdb:** Add MindsDB Source and Tools
([#878](https://github.com/googleapis/genai-toolbox/issues/878))
([1b2cca9](1b2cca9faa))
* **cloud-healthcare:** Add support for healthcare source, tool and
prebuilt config
([#1853](https://github.com/googleapis/genai-toolbox/issues/1853))
([1f833fb](1f833fb1a1))
* **singlestore:** Add SingleStore Source and Tools
([#1333](https://github.com/googleapis/genai-toolbox/issues/1333))
([40b9dba](40b9dbab08))
* **source/bigquery:** Add client cache for user-passed credentials
([#1119](https://github.com/googleapis/genai-toolbox/issues/1119))
([cf7012a](cf7012a82b))
* **source/bigquery:** Add service account impersonation support for
bigquery
([#1641](https://github.com/googleapis/genai-toolbox/issues/1641))
([e09d182](e09d182f88))
* **tools/bigquery-analyze-contribution:** Add allowed dataset support
([#1675](https://github.com/googleapis/genai-toolbox/issues/1675))
([ef28e39](ef28e39e90))
* **tools/bigquery-get-dataset-info:** Add allowed dataset support
([#1654](https://github.com/googleapis/genai-toolbox/issues/1654))
([a2006ad](a2006ad577))
* **tools/looker-run-dashboard:** New `run_dashboard` tool
([#1858](https://github.com/googleapis/genai-toolbox/issues/1858))
([30857c2](30857c2294))
* **tools/looker-run-look:** Modify run_look to show query origin
([#1860](https://github.com/googleapis/genai-toolbox/issues/1860))
([991e539](991e539f9c))
* **tools/looker:** Tools to retrieve the connections, schemas,
databases, and column metadata from a looker system.
([#1804](https://github.com/googleapis/genai-toolbox/issues/1804))
([d7d1b03](d7d1b03f3b))
* **tools/mongodb:** Make MongoDB tools' `filterParams` field optional
([#1614](https://github.com/googleapis/genai-toolbox/issues/1614))
([208ab92](208ab92eb3))
* **tools/neo4j-execute-cypher:** Add dry_run parameter to validate
Cypher queries
([#1769](https://github.com/googleapis/genai-toolbox/issues/1769))
([f475da6](f475da63ce))
* **tools/postgres-list-schemas:** Add new postgres-list-schemas tool
([#1741](https://github.com/googleapis/genai-toolbox/issues/1741))
([1a19cac](1a19cac7cd))
* **tools/postgres-list-views:** Add new postgres-list-views tool
([#1709](https://github.com/googleapis/genai-toolbox/issues/1709))
([e8c7fe0](e8c7fe0994))
* **tools/serverless-spark:** Add cancel-batch tool
([#1827](2881683226))
* **tools/serverless-spark:** Add get_batch tool
([#1783](7ad10720b4))
* **tools/serverless-spark:** Add serverless-spark source with
list_batches tool
([#1690](816dbce268))


### Bug Fixes

* Bigquery execute_sql to assign values to array
([#1884](https://github.com/googleapis/genai-toolbox/issues/1884))
([559e2a2](559e2a22e0))
* **cloudmonitoring:** Populate `authRequired` in tool manifest
([#1800](https://github.com/googleapis/genai-toolbox/issues/1800))
([954152c](954152c792))
* Update debug logs statements
([#1828](https://github.com/googleapis/genai-toolbox/issues/1828))
([3cff915](3cff915e22))
* Instructions to quote filters that include commas
([#1794](https://github.com/googleapis/genai-toolbox/issues/1794))
([4b01720](4b0172083c))
* **source/cloud-sql-mssql:** Remove `ipAddress` field
([#1822](https://github.com/googleapis/genai-toolbox/issues/1822))
([38d535d](38d535de34))
* **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order
([#1753](https://github.com/googleapis/genai-toolbox/issues/1753))
([9723cad](9723cadaa1))
* **tools/postgres-execute-sql:** Do not ignore SQL failure
([#1829](https://github.com/googleapis/genai-toolbox/issues/1829))
([8984287](898428759c))

---
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>
2025-11-07 12:41:52 -08:00
Yuan Teoh
6e297ee9e9 Revert release 0.19.0 docs version update (#1898)
Reverts googleapis/genai-toolbox#1781 docs version update
2025-11-07 10:25:20 -08:00
release-please[bot]
78c4a8537e chore(main): release 0.19.0 (#1781)
🤖 I have created a release *beep* *boop*
---


##
[0.19.0](https://github.com/googleapis/genai-toolbox/compare/v0.18.0...v0.19.0)
(2025-11-07)


### ⚠ BREAKING CHANGES

* **tools/alloydbainl:** update AlloyDB AI NL statement order
([#1753](https://github.com/googleapis/genai-toolbox/issues/1753))
* **tools/bigquery-get-dataset-info:** add allowed dataset support
([#1654](https://github.com/googleapis/genai-toolbox/issues/1654))

### Features

* Support `excludeValues` for parameters
([#1818](https://github.com/googleapis/genai-toolbox/issues/1818))
([a8e98dc](a8e98dc99d))
* **elasticsearch:** Add Elasticsearch source and tools
([#1109](https://github.com/googleapis/genai-toolbox/issues/1109))
([5367285](5367285e91))
* **mindsdb:** Add MindsDB Source and Tools
([#878](https://github.com/googleapis/genai-toolbox/issues/878))
([1b2cca9](1b2cca9faa))
* **cloud-healthcare:** Add support for healthcare source, tool and
prebuilt config
([#1853](https://github.com/googleapis/genai-toolbox/issues/1853))
([1f833fb](1f833fb1a1))
* **singlestore:** Add SingleStore Source and Tools
([#1333](https://github.com/googleapis/genai-toolbox/issues/1333))
([40b9dba](40b9dbab08))
* **source/bigquery:** Add client cache for user-passed credentials
([#1119](https://github.com/googleapis/genai-toolbox/issues/1119))
([cf7012a](cf7012a82b))
* **source/bigquery:** Add service account impersonation support for
bigquery
([#1641](https://github.com/googleapis/genai-toolbox/issues/1641))
([e09d182](e09d182f88))
* **tools/bigquery-analyze-contribution:** Add allowed dataset support
([#1675](https://github.com/googleapis/genai-toolbox/issues/1675))
([ef28e39](ef28e39e90))
* **tools/bigquery-get-dataset-info:** Add allowed dataset support
([#1654](https://github.com/googleapis/genai-toolbox/issues/1654))
([a2006ad](a2006ad577))
* **tools/looker-run-dashboard:** New `run_dashboard` tool
([#1858](https://github.com/googleapis/genai-toolbox/issues/1858))
([30857c2](30857c2294))
* **tools/looker-run-look:** Modify run_look to show query origin
([#1860](https://github.com/googleapis/genai-toolbox/issues/1860))
([991e539](991e539f9c))
* **tools/looker:** Tools to retrieve the connections, schemas,
databases, and column metadata from a looker system.
([#1804](https://github.com/googleapis/genai-toolbox/issues/1804))
([d7d1b03](d7d1b03f3b))
* **tools/mongodb:** Make MongoDB tools' `filterParams` field optional
([#1614](https://github.com/googleapis/genai-toolbox/issues/1614))
([208ab92](208ab92eb3))
* **tools/neo4j-execute-cypher:** Add dry_run parameter to validate
Cypher queries
([#1769](https://github.com/googleapis/genai-toolbox/issues/1769))
([f475da6](f475da63ce))
* **tools/postgres-list-schemas:** Add new postgres-list-schemas tool
([#1741](https://github.com/googleapis/genai-toolbox/issues/1741))
([1a19cac](1a19cac7cd))
* **tools/postgres-list-views:** Add new postgres-list-views tool
([#1709](https://github.com/googleapis/genai-toolbox/issues/1709))
([e8c7fe0](e8c7fe0994))
* **tools/serverless-spark:** Add cancel-batch tool
([2881683](2881683226))
* **tools/serverless-spark:** Add get_batch tool
([7ad1072](7ad10720b4))
* **tools/serverless-spark:** Add serverless-spark source with
list_batches tool
([816dbce](816dbce268))


### Bug Fixes

* Bigquery execute_sql to assign values to array
([#1884](https://github.com/googleapis/genai-toolbox/issues/1884))
([559e2a2](559e2a22e0))
* **cloudmonitoring:** Populate `authRequired` in tool manifest
([#1800](https://github.com/googleapis/genai-toolbox/issues/1800))
([954152c](954152c792))
* Update debug logs statements
([#1828](https://github.com/googleapis/genai-toolbox/issues/1828))
([3cff915](3cff915e22))
* Instructions to quote filters that include commas
([#1794](https://github.com/googleapis/genai-toolbox/issues/1794))
([4b01720](4b0172083c))
* **source/cloud-sql-mssql:** Remove `ipAddress` field
([#1822](https://github.com/googleapis/genai-toolbox/issues/1822))
([38d535d](38d535de34))
* **tools/alloydbainl:** AlloyDB AI NL execute_sql statement order
([#1753](https://github.com/googleapis/genai-toolbox/issues/1753))
([9723cad](9723cadaa1))
* **tools/postgres-execute-sql:** Do not ignore SQL failure
([#1829](https://github.com/googleapis/genai-toolbox/issues/1829))
([8984287](898428759c))


---
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>
2025-11-07 09:28:19 -08:00
Yuan Teoh
1f833fb1a1 feat(healthcare): add support for healthcare source, tool and prebuilt config (#1853)
## Description

Add support for healthcare source, tool and prebuilt config. This branch
consist of all previously approved PRs.

🛠️ Fixes #1648

---------

Co-authored-by: Marwan Tammam <15021613+Quarz0@users.noreply.github.com>
2025-11-06 17:06:04 -08:00
Dr. Strangelove
30857c2294 feat(tools/looker-run-dashboard): new run_dashboard tool (#1858)
## Description

The run_dashboard tool will run the query associated with each tile of
the dashboard and return the full set of query results. It enables the
agent to answer questions like "Summarize this dashboard for me".

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
2025-11-06 16:45:31 -05:00
Averi Kitsch
7e7b572bd2 docs: update architecture diagram (#1888)
## Description

> Should include a concise description of the changes (bug or feature),
it's
> impact, along with a summary of the solution

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [ ] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [ ] Ensure the tests and linter pass
- [ ] Code coverage does not decrease (if any source code was changed)
- [ ] Appropriate docs were updated (if necessary)
- [ ] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #<issue_number_goes_here>
2025-11-06 21:13:18 +00:00
Mend Renovate
cd4ae81501 chore(deps): update dependency google-adk to v1.18.0 (#1850)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
| [google-adk](https://redirect.github.com/google/adk-python)
([changelog](https://redirect.github.com/google/adk-python/blob/main/CHANGELOG.md))
| `==1.15.1` -> `==1.18.0` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/google-adk/1.18.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/google-adk/1.15.1/1.18.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

<details>
<summary>google/adk-python (google-adk)</summary>

###
[`v1.18.0`](https://redirect.github.com/google/adk-python/blob/HEAD/CHANGELOG.md#1180-2025-11-05)

[Compare
Source](https://redirect.github.com/google/adk-python/compare/v1.17.0...v1.18.0)

##### Features

- **\[ADK Visual Agent Builder]**
  - Core Features
    - Visual workflow designer for agent creation
- Support for multiple agent types (LLM, Sequential, Parallel, Loop,
Workflow)
    - Agent tool support with nested agent tools
    - Built-in and custom tool integration
- Callback management for all ADK callback types (before/after agent,
model, tool)
    - Assistant to help you build your agents with natural language
- Assistant proposes and writes agent configuration yaml files for you
    - Save to test with chat interfaces as normal
    - Build and debug at the same time in adk web!

- **\[Core]**
- Add support for extracting cache-related token counts from LiteLLM
usage
([4f85e86](4f85e86fc3))
- Expose the Python code run by the code interpreter in the logs
([a2c6a8a](a2c6a8a85c))
- Add run\_debug() helper method for quick agent experimentation
([0487eea](0487eea2ab))
- Allow injecting a custom Runner into `agent_to_a2a`
([156d235](156d235479))
- Support MCP prompts via the McpInstructionProvider class
([88032cf](88032cf5c5))

- **\[Models]**
- Add model tracking to LiteLlm and introduce a LiteLLM with fallbacks
demo
([d4c63fc](d4c63fc562))
- Add ApigeeLlm as a model that lets ADK Agent developers to connect
with an Apigee proxy
([87dcb3f](87dcb3f7ba))

- **\[Integrations]**
- Add example and fix for loading and upgrading old ADK session
databases
([338c3c8](338c3c89c6))
- Add support for specifying logging level for adk eval cli command
([b1ff85f](b1ff85fb23))
- Propagate LiteLLM finish\_reason to LlmResponse for use in callbacks
([71aa564](71aa5645f6))
- Allow LLM request to override the model used in the generate content
async method in LiteLLM
([ce8f674](ce8f674a28))
- Add api key argument to Vertex Session and Memory services for Express
Mode support
([9014a84](9014a849ea))
- Added support for enums as arguments for function tools
([240ef5b](240ef5beea))
- Implement artifact\_version related methods in GcsArtifactService
([e194ebb](e194ebb33c))

- **\[Services]**
- Add support for Vertex AI Express Mode when deploying to Agent Engine
([d4b2a8b](d4b2a8b49f))
- Remove custom polling logic for Vertex AI Session Service since LRO
polling is supported in express mode
([546c2a6](546c2a6816))
- Make VertexAiSessionService fully asynchronous
([f7e2a7a](f7e2a7a40e))

- **\[Tools]**
- Add Bigquery detect\_anomalies tool
([9851340](9851340ad1))
- Extend Bigquery detect\_anomalies tool to support future data anomaly
detection
([38ea749](38ea749c9c))
- Add get\_job\_info tool to BigQuery toolset
([6429457](64294572c1))

- **\[Evals]**
- Add "final\_session\_state" to the EvalCase data model
([2274c4f](2274c4f304))
- Marked expected\_invocation as optional field on evaluator interface
([b17c8f1](b17c8f19e5))
- Adds LLM-backed user simulator
([54c4ecc](54c4ecc733))

- **\[Observability]**
- Add BigQueryLoggingPlugin for event logging to BigQuery
([b7dbfed](b7dbfed4a3))

- **\[Live]**
- Add token usage to live events for bidi streaming
([6e5c0eb](6e5c0eb6e0))

##### Bug Fixes

- Reduce logging spam for MCP tools without authentication
([11571c3](11571c37ab))
- Fix typo in several files
([d2888a3](d2888a3766))
- Disable SetModelResponseTool workaround for Vertex AI Gemini 2+ models
([6a94af2](6a94af24bf))
- Bug when callback\_context\_invocation\_context is missing in
GlobalInstructionPlugin
([f81ebdb](f81ebdb622))
- Support models slash prefix in model name extraction
([8dff850](8dff85099d))
- Do not consider events with state delta and no content as final
response
([1ee93c8](1ee93c8bcb))
- Parameter filtering for CrewAI functions with \*\*kwargs
([74a3500](74a3500fc5))
- Do not treat FinishReason.STOP as error case for LLM responses
containing candidates with empty contents
([2f72ceb](2f72ceb49b))
- Fixes null check for reflect\_retry plugin sample
([86f0155](86f01550bd))
- Creates evalset directory on evalset create
([6c3882f](6c3882f2d6))
- Add ADK\_DISABLE\_LOAD\_DOTENV environment variable that disables
automatic loading of .env when running ADK cli, if set to true or 1
([15afbcd](15afbcd158))
- Allow tenacity 9.0.0
([ee8acc5](ee8acc58be))
- Output file uploading to artifact service should handle both base64
encoded and raw bytes
([496f8cd](496f8cd6bb))
- Correct message part ordering in A2A history
([5eca72f](5eca72f9bf))
- Change instruction insertion to respect tool call/response pairs
([1e6a9da](1e6a9daa63))
- DynamicPickleType to support MySQL dialect
([fc15c9a](fc15c9a0c3))
- Enable usage metadata in LiteLLM streaming
([f9569bb](f9569bbb1a))
- Fix issue with MCP tools throwing an error
([1a4261a](1a4261ad4b))
- Remove redundant `format` field from LiteLLM content objects
([489c39d](489c39db01))
- Update the contribution analysis tool to use original write mode
([54db3d4](54db3d4434))
- Fix agent evaluations detailed output rows wrapping
issue([4284c61](4284c61901))
- Update dependency version constraints to be based on PyPI
versions([0b1784e](0b1784e0e4))

##### Improvements

- Add Community Repo section to README
([432d30a](432d30af48))
- Undo adding MCP tools output schema to FunctionDeclaration
([92a7d19](92a7d19573))
- Refactor ADK README for clarity and consistency
([b0017ae](b0017aed44))
- Add support for reversed proxy in adk web
([a0df75b](a0df75b6fa))
- Avoid rendering empty columns as part of detailed results rendering of
eval results
([5cb35db](5cb35db921))
- Clear the behavior of disallow\_transfer\_to\_parent
([48ddd07](48ddd07894))
- Disable the scheduled execution for issue triage workflow
([a02f321](a02f321f1b))
- Include delimiter when matching events from parent nodes in content
processor
([b8a2b6c](b8a2b6c570))
- Improve Tau-bench ADK colab stability
([04dbc42](04dbc42e50))
- Implement ADK-based agent factory for Tau-bench
([c0c67c8](c0c67c8698))
- Add util to run ADK LLM Agent with simulation environment
([87f415a](87f415a7c3))
- Demonstrate CodeExecutor customization for environment setup
([8eeff35](8eeff35b35))
- Add sample agent for VertexAiCodeExecutor
([edfe553](edfe553942))
- Adds a new sample agent that demonstrates how to integrate PostgreSQL
databases using the Model Context Protocol (MCP)
([45a2168](45a2168e0e))
- Add example for using ADK with Fast MCP sampling
([d3796f9](d3796f9b33))
- Refactor gepa sample code and clean-up user demo
colab([63353b2](63353b2b74))

###
[`v1.17.0`](https://redirect.github.com/google/adk-python/blob/HEAD/CHANGELOG.md#1170-2025-10-22)

[Compare
Source](https://redirect.github.com/google/adk-python/compare/v1.16.0...v1.17.0)

##### Features

- **\[Core]**
- Add a service registry to provide a generic way to register custom
service implementations to be used in FastAPI server. See short
instruction
[here](https://redirect.github.com/google/adk-python/discussions/3175#discussioncomment-14745120).
([391628f](391628fcdc))
- Add the ability to rewind a session to before a previous invocation
([9dce06f](9dce06f9b0))
- Support resuming a parallel agent with multiple branches paused on
tool confirmation requests
([9939e0b](9939e0b087))
- Support content union as static instruction
([cc24d61](cc24d616f8))

- **\[Evals]**
- ADK cli allows developers to create an eval set and add an eval case
([ae139bb](ae139bb461))

- **\[Integrations]**
- Allow custom request and event converters in A2aAgentExecutor
([a17f3b2](a17f3b2e6d))

- **\[Observability]**
- Env variable for disabling llm\_request and llm\_response in spans
([e50f05a](e50f05a9fc))

- **\[Services]**
- Allow passing extra kwargs to create\_session of
VertexAiSessionService
([6a5eac0](6a5eac0bdc))
- Implement new methods in in-memory artifact service to support custom
metadata, artifact versions, etc.
([5a543c0](5a543c00df))
- Add create\_time and mime\_type to ArtifactVersion
([2c7a342](2c7a342593))
- Support returning all sessions when user id is none
([141318f](141318f775))

- **\[Tools]**
- Support additional headers for Google API toolset
([ed37e34](ed37e343f0))
- Introduces a new AgentEngineSandboxCodeExecutor class that supports
executing agent-generated code using the Vertex AI Code Execution
Sandbox API
([ee39a89](ee39a89110))
- Support dynamic per-request headers in MCPToolset
([6dcbb5a](6dcbb5aca6))
- Add `bypass_multi_tools_limit` option to GoogleSearchTool and
VertexAiSearchTool
([9a6b850](9a6b8507f0),
[6da7274](6da7274858))
- Extend `ReflectAndRetryToolPlugin` to support hallucinating function
calls
([f51380f](f51380f9ea))
- Add require\_confirmation param for MCP tool/toolset
([78e74b5](78e74b5bf2))

- **\[UI]**
- Granular per agent speech configuration
([409df13](409df1378f))

##### Bug Fixes

- Returns dict as result from McpTool to comply with BaseTool
expectations
([4df9263](4df926388b))
- Fixes the identity prompt to be one line
([7d5c6b9](7d5c6b9acf))
- Fix the broken langchain importing caused their 1.0.0 release
([c850da3](c850da3a07))
- Fix BuiltInCodeExecutor to support visualizations
([ce3418a](ce3418a69d))
- Relax runner app-name enforcement and improve agent origin inference
([dc4975d](dc4975dea9))
- Improve error message when adk web is run in wrong directory
([4a842c5](4a842c5a13))
- Handle App objects in eval and graph endpoints
([0b73a69](0b73a6937b))
- Exclude `additionalProperties` from Gemini schemas
([307896a](307896aece))
- Overall eval status should be NOT\_EVALUATED if no invocations were
evaluated
([9fbed0b](9fbed0b15a))
- Create context cache only when prefix matches with previous request
([9e0b1fb](9e0b1fb62b))
- Handle `App` instances returned by `agent_loader.load_agent`
([847df16](847df1638c))
- Add support for file URIs in LiteLLM content conversion
([85ed500](85ed500871))
- Only exclude scores that are None
([998264a](998264a5b1))
- Better handling the A2A streaming tasks
([bddc70b](bddc70b5d0))
- Correctly populate context\_id in remote\_a2a\_agent library
([2158b3c](2158b3c915))
- Remove unnecessary Aclosing
([2f4f561](2f4f5611bd))
- Fix pickle data was truncated error in database session using MySql
([36c96ec](36c96ec5b3))

##### Improvements

- Improve hint message in agent loader
([fe1fc75](fe1fc75c15))
- Fixes MCPToolset --> McpToolset in various places
([d4dc645](d4dc645478))
- Add span for context caching handling and new cache creation
([a2d9f13](a2d9f13fa1))
- Checks gemini version for `2 and above` for gemini-builtin tools
([0df6759](0df67599c0))
- Refactor and fix state management in the session service
([8b3ed05](8b3ed059c2))
- Update agent builder instructions and remove run command details
([89344da](89344da813))
- Clarify how to use adk built-in tool in instruction
([d22b8bf](d22b8bf890))
- Delegate the agent state reset logic to LoopAgent
([bb1ea74](bb1ea74924))
- Adjust the instruction about default model
([214986e](214986ebeb))
- Migrate invocation\_context to callback\_context
([e2072af](e2072af69f))
- Correct the callback signatures
([fa84bcb](fa84bcb575))
- Set default for `bypass_multi_tools_limit` to False for
GoogleSearchTool and VertexAiSearchTool
([6da7274](6da7274858))
- Add more clear instruction to the doc updater agent about one PR for
each recommended change
([b21d0a5](b21d0a50d6))
- Add a guideline to avoid content deletion
([16b030b](16b030b2b2))
- Add an sample agent for the `ReflectAndRetryToolPlugin`
([9b8a4aa](9b8a4aad6f))
- Improve error message when adk web is run in wrong directory
([4a842c5](4a842c5a13))
- Add an sample agent for the `ReflectAndRetryToolPlugin`
([9b8a4aa](9b8a4aad6f))
- Add span for context caching handling and new cache creation
([a2d9f13](a2d9f13fa1))
- Disable the scheduled execution for issue triage workflow
([bae2102](bae21027d9))
- Correct the callback signatures
([fa84bcb](fa84bcb575))

##### Documentation

- Format README.md for samples
([0bdba30](0bdba30263))
- Bump models in llms and llms-full to Gemini 2.5
([ce46386](ce4638651f))
- Update gemini\_llm\_connection.py - typo spelling correction
([e6e2767](e6e2767c39))
- Announce the first ADK Community Call in the README
([731bb90](731bb9078d))

###
[`v1.16.0`](https://redirect.github.com/google/adk-python/blob/HEAD/CHANGELOG.md#1160-2025-10-08)

[Compare
Source](https://redirect.github.com/google/adk-python/compare/v1.15.1...v1.16.0)

##### Features

- **\[Core]**
- Implementation of LLM context compaction
([e0dd06f](e0dd06ff04))
- Support pause and resume an invocation in ADK
([ce9c39f](ce9c39f5a8),

[2f1040f](2f1040f296),

[1ee01cc](1ee01cc05a),

[f005414](f005414895),

[fbf7576](fbf75761bb))
- **\[Models]**
- Add `citation_metadata` to `LlmResponse`
([3f28e30](3f28e30c6d))
- Add support for gemma model via gemini api
([2b5acb9](2b5acb98f5))
- **\[Tools]**
- Add `dry_run` functionality to BigQuery `execute_sql` tool
([960eda3](960eda3d1f))
- Add BigQuery analyze\_contribution tool
([4bb089d](4bb089d386))
- Spanner ADK toolset supports customizable template SQL and
parameterized SQL
([da62700](da62700d73))
- Support Oauth2 client credentials grant type
([5c6cdcd](5c6cdcd197))
- Add `ReflectRetryToolPlugin` to reflect from errors and retry with
different arguments when tool errors
([e55b894](e55b8946d6))
- Support using `VertexAiSearchTool` built-in tool with other tools in
the same agent
([4485379](4485379a04))
- Support using google search built-in tool with other tools in the same
agent
([d3148da](d3148dacc9))
- **\[Evals]**
- Add HallucinationsV1 evaluation metric
([8c73d29](8c73d29c75))
- Add Rubric based tool use metric
([c984b9e](c984b9e552))
- **\[UI]**
- Adds `adk web` options for custom logo
([822efe0](822efe0065))
- **\[Observability]**
- **otel:** Switch CloudTraceSpanExporter to telemetry.googleapis.com
([bd76b46](bd76b46ce2))

##### Bug Fixes

- Adapt to new computer use tool name in genai sdk 1.41.0
([c6dd444](c6dd444fc9))
- Add AuthConfig json serialization in vertex ai session service
([636def3](636def3687))
- Added more agent instructions for doc content changes
([7459962](745996212d))
- Convert argument to pydantic model when tool declares it accepts
pydantic model as argument
([571c802](571c802fba))
- Do not re-create `App` object when loader returns an `App`
([d5c46e4](d5c46e4960))
- Fix compaction logic
([3f2b457](3f2b457efd))
- Fix the instruction in workflow\_triage example agent
([8f3ca03](8f3ca0359e))
- Fixes a bug that causes intermittent `pydantic` validation errors when
uploading files
([e680063](e68006386f))
- Handle A2A Task Status Update Event when streaming in
remote\_a2a\_agent
([a5cf80b](a5cf80b952))
- Make compactor optional in Events Compaction Config and add a default
([3f4bd67](3f4bd67b49))
- Rename SlidingWindowCompactor to LlmEventSummarizer and refine its
docstring
([f1abdb1](f1abdb1938))
- Rollback compaction handling from \_get\_contents
([84f2f41](84f2f417f7))
- Set `max_output_tokens` for the agent builder
([2e2d61b](2e2d61b6fe))
- Set default response modality to AUDIO in run\_session
([68402bd](68402bda49))
- Update remote\_a2a\_agent to better handle streaming events and avoid
duplicate responses
([8e5f361](8e5f361264))
- Update the load\_artifacts tool so that the model can reliably call it
for follow up questions about the same artifact
([238472d](238472d083))
- Fix VertexAiSessionService base\_url override to preserve initialized
http\_options
([8110e41](8110e41b36),
[c51ea0b](c51ea0b52e))
- Handle `App` instances returned by `agent_loader.load_agent`
([847df16](847df1638c))

##### Improvements

- Migrate VertexAiSessionService to use Agent Engine SDK
([90d4c19](90d4c19c51))
- Migrate VertexAiMemoryBankService to use Agent Engine SDK
([d1efc84](d1efc8461e),
[97b950b](97b950b36b),
[83fd045](83fd045718))
- Add support for resolving $ref and $defs in OpenAPI schemas
([a239716](a239716930))

##### Documentation

- Update BigQuery samples README
([3021266](30212669ff))

</details>

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - At any time (no schedule defined).

🚦 **Automerge**: Disabled by config. Please merge this manually once you
are satisfied.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
rebase/retry checkbox.

🔕 **Ignore**: Close this PR and you won't be reminded about this update
again.

---

- [ ] <!-- rebase-check -->If you want to rebase/retry this PR, check
this box

---

This PR was generated by [Mend Renovate](https://mend.io/renovate/).
View the [repository job
log](https://developer.mend.io/github/googleapis/genai-toolbox).

<!--renovate-debug:eyJjcmVhdGVkSW5WZXIiOiI0MS4xNTkuNCIsInVwZGF0ZWRJblZlciI6IjQxLjE1OS40IiwidGFyZ2V0QnJhbmNoIjoibWFpbiIsImxhYmVscyI6W119-->

Co-authored-by: Averi Kitsch <akitsch@google.com>
2025-11-06 19:31:02 +00:00
Pavlo Mishchenko
40b9dbab08 feat(singlestore): Add SingleStore Source and Tools (#1333)
## Description
---
- This PR adds SingleStore database source and tools. The code is mostly
based on MySQL source and tools, and it uses the same go-mysql driver.
- https://github.com/singlestore-labs/singlestoredb-dev-image can be
used to deploy a test SingleStore instance. In this PR the default port
is set to 3308 so the command would be
```docker run \
    -d --name singlestoredb-dev \
    -e ROOT_PASSWORD="YOUR SINGLESTORE ROOT PASSWORD" \
    -p 3308:3306 ghcr.io/singlestore-labs/singlestoredb-dev:latest
```
## PR Checklist
---
> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:
- [x] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [x] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/langchain-google-alloydb-pg-python/issues/new/choose)
before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [x] Code coverage does not decrease (if any source code was changed)
- [x] Appropriate docs were updated (if necessary)
- [x] Make sure to add `!` if this involve a breaking change

🛠️ Fixes https://github.com/googleapis/genai-toolbox/issues/1348

---------

Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>
2025-11-06 12:19:38 -05:00
Mend Renovate
47b66d3a47 chore(deps): update module github.com/googleapis/mcp-toolbox-sdk-go to v0.4.0 (#1880)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
|
[github.com/googleapis/mcp-toolbox-sdk-go](https://redirect.github.com/googleapis/mcp-toolbox-sdk-go)
| `v0.3.0` -> `v0.4.0` |
[![age](https://developer.mend.io/api/mc/badges/age/go/github.com%2fgoogleapis%2fmcp-toolbox-sdk-go/v0.4.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/go/github.com%2fgoogleapis%2fmcp-toolbox-sdk-go/v0.3.0/v0.4.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
|
[github.com/googleapis/mcp-toolbox-sdk-go](https://redirect.github.com/googleapis/mcp-toolbox-sdk-go)
| `v0.3.1-0.20251031124047-f1f6a9faa2a1` -> `v0.4.0` |
[![age](https://developer.mend.io/api/mc/badges/age/go/github.com%2fgoogleapis%2fmcp-toolbox-sdk-go/v0.4.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/go/github.com%2fgoogleapis%2fmcp-toolbox-sdk-go/v0.3.1-0.20251031124047-f1f6a9faa2a1/v0.4.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
|
[github.com/googleapis/mcp-toolbox-sdk-go](https://redirect.github.com/googleapis/mcp-toolbox-sdk-go)
| `v0.3.1-0.20251106073953-de7bbfe360ff` -> `v0.4.0` |
[![age](https://developer.mend.io/api/mc/badges/age/go/github.com%2fgoogleapis%2fmcp-toolbox-sdk-go/v0.4.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/go/github.com%2fgoogleapis%2fmcp-toolbox-sdk-go/v0.3.1-0.20251106073953-de7bbfe360ff/v0.4.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

<details>
<summary>googleapis/mcp-toolbox-sdk-go
(github.com/googleapis/mcp-toolbox-sdk-go)</summary>

###
[`v0.4.0`](https://redirect.github.com/googleapis/mcp-toolbox-sdk-go/releases/tag/v0.4.0)

[Compare
Source](https://redirect.github.com/googleapis/mcp-toolbox-sdk-go/compare/v0.3.0...v0.4.0)

##### Features

- **tbadk:** Add the new tbadk package to integrate MCP Toolbox Go SDK
seamlessly with ADK Go
([#&#8203;94](https://redirect.github.com/googleapis/mcp-toolbox-sdk-go/issues/94))
([#&#8203;95](https://redirect.github.com/googleapis/mcp-toolbox-sdk-go/pull/95))
([#&#8203;96](https://redirect.github.com/googleapis/mcp-toolbox-sdk-go/pull/96))
([#&#8203;97](https://redirect.github.com/googleapis/mcp-toolbox-sdk-go/pull/97))

##### Bug Fixes

</details>

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - At any time (no schedule defined).

🚦 **Automerge**: Disabled by config. Please merge this manually once you
are satisfied.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
rebase/retry checkbox.

🔕 **Ignore**: Close this PR and you won't be reminded about these
updates again.

---

- [ ] <!-- rebase-check -->If you want to rebase/retry this PR, check
this box

---

This PR was generated by [Mend Renovate](https://mend.io/renovate/).
View the [repository job
log](https://developer.mend.io/github/googleapis/genai-toolbox).

<!--renovate-debug:eyJjcmVhdGVkSW5WZXIiOiI0MS4xNTkuNCIsInVwZGF0ZWRJblZlciI6IjQxLjE1OS40IiwidGFyZ2V0QnJhbmNoIjoibWFpbiIsImxhYmVscyI6W119-->
2025-11-06 21:00:47 +05:30
dishaprakash
016c4c02d7 docs(tbadk): Add documentation for tbadk (#1846)
## Description
This PR adds documentation for the new `tbadk` and it's usage with ADK
Go

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [x] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [x] Code coverage does not decrease (if any source code was changed)
- [x] Appropriate docs were updated (if necessary)
- [x] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #<issue_number_goes_here>
2025-11-06 14:47:17 +05:30
Srividya Reddy
1a19cac7cd feat(tools/postgres-list-schemas): add new postgres-list-schemas tool (#1741)
## Description
Add a read-only PostgreSQL custom list_schemas tool, that returns the
schemas present in the database excluding system and temporary schemas.
Returns the schema name, schema owner, grants, number of functions,
number of tables, and number of views within each schema.

<img width="1985" height="1043" alt="Screenshot 2025-10-20 at 7 45
45 PM"
src="https://github.com/user-attachments/assets/8c4f0bb8-587c-489a-8795-efa79e92b06f"
/>

<img width="3372" height="1694" alt="3NpZG7W6h3XGsM7"
src="https://github.com/user-attachments/assets/370b5440-cc48-4c4e-82ea-4fd508cbcf2b"
/>

> Should include a concise description of the changes (bug or feature),
it's
> impact, along with a summary of the solution

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [x] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [x] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [x] Code coverage does not decrease (if any source code was changed)
- [x] Appropriate docs were updated (if necessary)
- [x] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #<issue_number_goes_here>

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
2025-11-06 00:54:01 +00:00
Laurent Saint-Félix
5367285e91 feat(sources/elasticsearch): add Elasticsearch source and tools (#1109)
Add support for Elasticsearch with the following tools:
* search
* esql
* get_mappings
* list_indices

This PR fixes #859

---------

Co-authored-by: duwenxin <duwenxin@google.com>
Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>
2025-11-05 19:33:37 -05:00
Wenxin Du
b24d2a5a49 chore: update file names and docs (#1867)
1. Rename `mindsdb/mysql.go` to `mindsdb/mindsdb.go`
2. Capitalize `Couchbase` on the doc title
3. Rephrase some MindsDB docs
2025-11-05 17:34:34 -05:00
Dave Borowitz
2881683226 feat(serverless-spark): add cancel-batch tool 2025-11-05 11:13:35 -08:00
Dr. Strangelove
9e9a70a6b8 docs(looker): Update list of prebuilt tools. (#1861)
Add latest prebuilt tools to list in documentation.
2025-11-05 10:10:14 -08:00
Jorge Torres
1b2cca9faa feat: Add MindsDB Source and Tools (#878)
🚀 Add MindsDB Integration: Expand Toolbox to Hundreds of Datasources
Overview
This PR introduces comprehensive MindsDB integration to the Google GenAI
Toolbox, enabling SQL queries across hundreds of datasources through a
unified interface. MindsDB is the most widely adopted AI federated
database that automatically translates MySQL queries into REST APIs,
GraphQL, and native protocols.
🎯 Key Value for Google GenAI Toolbox Ecosystem
1. Massive Datasource Expansion
Before: Toolbox limited to ~15 traditional databases
After: Access to hundreds of datasources including Salesforce, Jira,
GitHub, MongoDB, Gmail, Slack, and more
Impact: Dramatically expands the toolbox's reach and utility for
enterprise users
2. Cross-Datasource Analytics
New Capability: Perform joins and analytics across different datasources
seamlessly
Example: Join Salesforce opportunities with GitHub activity to correlate
sales with development activity
Value: Enables comprehensive data analysis that was previously
impossible
3. API Abstraction Layer
Innovation: Write standard SQL queries that automatically translate to
any API
Benefit: Developers can query REST APIs, GraphQL, and native protocols
using familiar SQL syntax
Impact: Reduces complexity and learning curve for accessing diverse
datasources
4. ML Model Integration
Enhanced Capability: Use ML models as virtual tables for real-time
predictions
Example: Query customer churn predictions directly through SQL
Value: Brings AI/ML capabilities into the standard SQL workflow
🔧 Technical Implementation
Source Layer
 New MindsDB source implementation using MySQL wire protocol
 Comprehensive test coverage with integration tests
 Updated existing MySQL tools to support MindsDB sources
 Created dedicated MindsDB tools for enhanced functionality
Tools Layer
 mindsdb-execute-sql: Direct SQL execution across federated datasources
 mindsdb-sql: Parameterized SQL queries with template support
 Backward compatibility with existing MySQL tools
Documentation & Configuration
 Comprehensive documentation with real-world examples
 Prebuilt configuration for easy setup
 Updated CLI help text and command-line options
📊 Supported Datasources
Business Applications
Salesforce (leads, opportunities, accounts)
Jira (issues, projects, workflows)
GitHub (repositories, commits, PRs)
Slack (channels, messages, teams)
HubSpot (contacts, companies, deals)
Databases & Storage
MongoDB (NoSQL collections as structured tables)
Redis (key-value stores)
Elasticsearch (search and analytics)
S3, filesystems, etc (file storage)
Communication & Email
Gmail/Outlook (emails, attachments)
Microsoft Teams (communications, files)
Discord (server data, messages)
🎯 Example Use Cases
Cross-Datasource Analytics
-- Join Salesforce opportunities with GitHub activity
```
SELECT 
    s.opportunity_name,
    s.amount,
    g.repository_name,
    COUNT(g.commits) as commit_count
FROM salesforce.opportunities s
JOIN github.repositories g ON s.account_id = g.owner_id
WHERE s.stage = 'Closed Won';
```

Email & Communication Analysis
```
-- Analyze email patterns with Slack activity
SELECT 
    e.sender,
    e.subject,
    s.channel_name,
    COUNT(s.messages) as message_count
FROM gmail.emails e
JOIN slack.messages s ON e.sender = s.user_name
WHERE e.date >= '2024-01-01';
```





🚀 Benefits for Google GenAI Toolbox
Enterprise Adoption: Enables access to enterprise datasources
(Salesforce, Jira, etc.)
Developer Productivity: Familiar SQL interface for any datasource
AI/ML Integration: Seamless integration of ML models into SQL workflows
Scalability: Single interface for hundreds of datasources
Competitive Advantage: Unique federated database capabilities in the
toolbox ecosystem
📈 Impact Metrics
Datasource Coverage: +1000% increase in supported datasources
API Abstraction: Eliminates need to learn individual API syntaxes
Cross-Platform Analytics: Enables previously impossible data
correlations
ML Integration: Brings AI capabilities into standard SQL workflows
🔗 Resources
MindsDB Documentation
MindsDB GitHub
Updated Toolbox Documentation
 Testing
 Unit tests for MindsDB source implementation
 Integration tests with real datasource examples
 Backward compatibility with existing MySQL tools
 Documentation examples tested and verified
This integration transforms the Google GenAI Toolbox from a traditional
database tool into a comprehensive federated data platform, enabling
users to query and analyze data across their entire technology stack
through a unified SQL interface.

---------

Co-authored-by: duwenxin <duwenxin@google.com>
Co-authored-by: setohe0909 <setohe.09@gmail.com>
Co-authored-by: Kurtis Van Gent <31518063+kurtisvg@users.noreply.github.com>
Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
2025-11-05 01:09:30 +00:00
Thomas Bottrill
9723cadaa1 fix(tools/alloydbainl)!: AlloyDB AI NL execute_sql statement order (#1753)
## Description

The order of parameters in alloydb_ai_nl.execute_nl_query changed, which
broke the alloydbainl tool. This adds named parameters to the statement
in the tool, which fixes this.

This will be a breaking change for existing user that defined their
natural language configuration with the `create_configure` operation.
The `execute_nl_query` input argument parameter and order had been
updated recently, hence, users that are defining their configuration
with the latest instructions will not be able to use Toolbox. This
update is inevitable.

Previously, user will create the configuration with the following:
```
CALL google_ml.create_model(model_id => 'gemini-2_0_flash', ...);
SELECT alloydb_ai_nl.g_manage_configuration(
  'create_configuration', -- operation
  'my_nl_config', -- configuration_id_in
  'gemini-2_0_flash' -- model_id_in
);

SELECT alloydb_ai_nl.g_manage_configuration(
   operation => 'register_table_view',
   configuration_id_in => 'my_nl_config',
   table_views_in=>'{auth_psv}');
```

Currently, user will create the configuration with the following:
```
SELECT alloydb_ai_nl.g_create_configuration(configuration_id =>'my_nl_config');

SELECT alloydb_ai_nl.g_manage_configuration(
   operation => 'register_table_view',
   configuration_id_in => 'my_nl_config',
   table_views_in=>'{auth_psv}'
);
```

This PR also updates the nl_question from "return 1" to "return the
number 1" to provide more context to the model.

A new `ainl_update_testing` database was created with the new NL
configuration in order to not break existing integration tests before
merging this PR. Once this is merged, the existing `test_database`
database will be updated and will update the integration test's database
again.

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [X] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [X] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [X] Ensure the tests and linter pass
- [X] Code coverage does not decrease (if any source code was changed)
- [X] Appropriate docs were updated (if necessary)
- [X] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #1752

---------

Co-authored-by: Yuan Teoh <yuanteoh@google.com>
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
2025-11-05 00:37:39 +00:00
Anmol Shukla
76d626e43b chore(deps): update javascript langchain packages to v1 in samples (#1851) 2025-11-04 10:55:30 -08:00
Mend Renovate
27caa1f421 chore(deps): update dependency google-adk to v1.15.1 (#1582)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
| [google-adk](https://redirect.github.com/google/adk-python)
([changelog](https://redirect.github.com/google/adk-python/blob/main/CHANGELOG.md))
| `==1.15.0` -> `==1.15.1` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/google-adk/1.15.1?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/google-adk/1.15.0/1.15.1?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

<details>
<summary>google/adk-python (google-adk)</summary>

###
[`v1.15.1`](https://redirect.github.com/google/adk-python/blob/HEAD/CHANGELOG.md#1151-2025-09-26)

[Compare
Source](https://redirect.github.com/google/adk-python/compare/v1.15.0...v1.15.1)

##### Bug Fixes

- Fix the deployment failure for Agent Engine
([e172811](e172811bc7))

</details>

---

### Configuration

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2025-11-04 10:17:09 -08:00
Mend Renovate
ac7967e9eb chore(deps): update module github.com/openai/openai-go to v3 (#1704)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
|
[github.com/openai/openai-go](https://redirect.github.com/openai/openai-go)
| `v1.12.0` -> `v3.3.0` |
[![age](https://developer.mend.io/api/mc/badges/age/go/github.com%2fopenai%2fopenai-go/v3.3.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
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|

---

### Release Notes

<details>
<summary>openai/openai-go (github.com/openai/openai-go)</summary>

###
[`v3.3.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#330-2025-10-10)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v3.2.0...v3.3.0)

Full Changelog:
[v3.2.0...v3.3.0](https://redirect.github.com/openai/openai-go/compare/v3.2.0...v3.3.0)

##### Features

- **api:** comparison filter in/not in
([d6daca0](d6daca0eed))

###
[`v3.2.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#330-2025-10-10)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v3.1.0...v3.2.0)

Full Changelog:
[v3.2.0...v3.3.0](https://redirect.github.com/openai/openai-go/compare/v3.2.0...v3.3.0)

##### Features

- **api:** comparison filter in/not in
([d6daca0](d6daca0eed))

###
[`v3.1.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#320-2025-10-06)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v3.0.1...v3.1.0)

Full Changelog:
[v3.1.0...v3.2.0](https://redirect.github.com/openai/openai-go/compare/v3.1.0...v3.2.0)

##### Features

- **api:** dev day 2025 launches
([d40a768](d40a7689c7))

###
[`v3.0.1`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#310-2025-10-02)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v3.0.0...v3.0.1)

Full Changelog:
[v3.0.1...v3.1.0](https://redirect.github.com/openai/openai-go/compare/v3.0.1...v3.1.0)

##### Features

- **api:** add support for realtime calls
([565ca67](565ca67872))

###
[`v3.0.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#301-2025-10-01)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.7.1...v3.0.0)

Full Changelog:
[v3.0.0...v3.0.1](https://redirect.github.com/openai/openai-go/compare/v3.0.0...v3.0.1)

##### Bug Fixes

- **api:** add status, approval\_request\_id to MCP tool call
([a7f95e4](a7f95e4ef4))

###
[`v2.7.1`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#300-2025-09-30)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.7.0...v2.7.1)

Full Changelog:
[v2.7.1...v3.0.0](https://redirect.github.com/openai/openai-go/compare/v2.7.1...v3.0.0)

##### ⚠ BREAKING CHANGES

- **api:** `ResponseFunctionToolCallOutputItem.output` and
`ResponseCustomToolCallOutput.output` now return `string |
Array<ResponseInputText | ResponseInputImage | ResponseInputFile>`
instead of `string` only. This may break existing callsites that assume
`output` is always a string.

##### Features

- **api:** Support images and files for function call outputs in
responses, BatchUsage
([21901ef](21901ef84e))

###
[`v2.7.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#271-2025-09-29)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.6.1...v2.7.0)

Full Changelog:
[v2.7.0...v2.7.1](https://redirect.github.com/openai/openai-go/compare/v2.7.0...v2.7.1)

##### Bug Fixes

- bugfix for setting JSON keys with special characters
([f9ae028](f9ae0283fe))

###
[`v2.6.1`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#270-2025-09-23)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.6.0...v2.6.1)

Full Changelog:
[v2.6.1...v2.7.0](https://redirect.github.com/openai/openai-go/compare/v2.6.1...v2.7.0)

##### Features

- **api:** gpt-5-codex
([b0eac3e](b0eac3ed2b))

###
[`v2.6.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#261-2025-09-22)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.5.0...v2.6.0)

Full Changelog:
[v2.6.0...v2.6.1](https://redirect.github.com/openai/openai-go/compare/v2.6.0...v2.6.1)

##### Bug Fixes

- **api:** fix mcp tool name
([6de601a](6de601aa71))
- use slices.Concat instead of sometimes modifying r.Options
([7312ee7](7312ee73ef))

##### Chores

- **api:** openapi updates for conversations
([4a7d204](4a7d204a4e))
- bump minimum go version to 1.22
([8396ab5](8396ab5d91))
- do not install brew dependencies in ./scripts/bootstrap by default
([d519b81](d519b81000))
- update more docs for 1.22
([1b0514d](1b0514df95))

###
[`v2.5.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#260-2025-09-19)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.4.3...v2.5.0)

Full Changelog:
[v2.5.0...v2.6.0](https://redirect.github.com/openai/openai-go/compare/v2.5.0...v2.6.0)

##### Features

- **api:** add reasoning\_text
([6ebf50d](6ebf50d756))

###
[`v2.4.3`](https://redirect.github.com/openai/openai-go/releases/tag/v2.4.3)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.4.2...v2.4.3)

#### 2.4.3 (2025-09-15)

Full Changelog:
[v2.4.2...v2.4.3](https://redirect.github.com/openai/openai-\[go/compare/v2.4.2...v2.4.3]\(https://www.golinks.io/compare/v2.4.2...v2.4.3?trackSource=github\))

##### Chores

- **api:** docs and spec refactoring
([e67af66](e67af66b35\)))

###
[`v2.4.2`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#243-2025-09-15)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.4.1...v2.4.2)

Full Changelog:
[v2.4.2...v2.4.3](https://redirect.github.com/openai/openai-go/compare/v2.4.2...v2.4.3)

##### Chores

- **api:** docs and spec refactoring
([e67af66](e67af66b35))

###
[`v2.4.1`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#242-2025-09-12)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.4.0...v2.4.1)

Full Changelog:
[v2.4.1...v2.4.2](https://redirect.github.com/openai/openai-go/compare/v2.4.1...v2.4.2)

##### Chores

- **api:** Minor docs and type updates for realtime
([d92ea48](d92ea4850f))

###
[`v2.4.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#241-2025-09-10)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.3.1...v2.4.0)

Full Changelog:
[v2.4.0...v2.4.1](https://redirect.github.com/openai/openai-go/compare/v2.4.0...v2.4.1)

##### Chores

- **api:** fix realtime GA types
([012b83e](012b83e3fa))

###
[`v2.3.1`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#240-2025-09-08)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.3.0...v2.3.1)

Full Changelog:
[v2.3.1...v2.4.0](https://redirect.github.com/openai/openai-go/compare/v2.3.1...v2.4.0)

##### Features

- **api:** ship the RealtimeGA API shape
([2b6c6db](2b6c6db63e))

###
[`v2.3.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#231-2025-09-05)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.2.2...v2.3.0)

Full Changelog:
[v2.3.0...v2.3.1](https://redirect.github.com/openai/openai-go/compare/v2.3.0...v2.3.1)

##### Bug Fixes

- **internal:** unmarshal correctly when there are multiple
discriminators
([98596b2](98596b2183))

###
[`v2.2.2`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#230-2025-09-03)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.2.1...v2.2.2)

Full Changelog:
[v2.2.2...v2.3.0](https://redirect.github.com/openai/openai-go/compare/v2.2.2...v2.3.0)

##### Features

- **api:** Add gpt-realtime models
([3cf6a34](3cf6a34841))

###
[`v2.2.1`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#222-2025-09-02)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.2.0...v2.2.1)

Full Changelog:
[v2.2.1...v2.2.2](https://redirect.github.com/openai/openai-go/compare/v2.2.1...v2.2.2)

##### Bug Fixes

- update url to refresh pkg.go.dev
([edf94ce](edf94ce95a))
- use release please annotations on more places
([2ff82f9](2ff82f98ae))

###
[`v2.2.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#221-2025-09-02)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.1.1...v2.2.0)

Full Changelog:
[v2.2.0...v2.2.1](https://redirect.github.com/openai/openai-go/compare/v2.2.0...v2.2.1)

##### Chores

- **api:** manual updates for ResponseInputAudio
([8c0ebe5](8c0ebe566f))

###
[`v2.1.1`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#220-2025-09-02)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.1.0...v2.1.1)

Full Changelog:
[v2.1.1...v2.2.0](https://redirect.github.com/openai/openai-go/compare/v2.1.1...v2.2.0)

##### Features

- **api:** Add connectors support for MCP tool
([35888bc](35888bcd26))
- **api:** add web search filters
([6f2c71d](6f2c71d4e2))
- **api:** adding support for /v1/conversations to the API
([5b7c31b](5b7c31bde9))
- **api:** realtime API updates
([130fc8e](130fc8ea5b))
- **client:** add support for verifying signatures on incoming webhooks
([f7c8dbb](f7c8dbb6b5))

##### Bug Fixes

- **azure:** compatibility with edit image endpoint
([#&#8203;477](https://redirect.github.com/openai/openai-go/issues/477))
([d156eec](d156eeca37))
- close body before retrying
([8dfed35](8dfed35f11))

##### Chores

- **internal/ci:** setup breaking change detection
([0af0cd0](0af0cd0130))
- **internal:** version bump
([3265795](3265795fff))

###
[`v2.1.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#211-2025-08-20)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.0.2...v2.1.0)

Full Changelog:
[v2.1.0...v2.1.1](https://redirect.github.com/openai/openai-go/compare/v2.1.0...v2.1.1)

##### Chores

- **api:** accurately represent shape for verbosity on Chat Completions
([f81197b](f81197b4b0))

###
[`v2.0.2`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#210-2025-08-18)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.0.1...v2.0.2)

Full Changelog:
[v2.0.2...v2.1.0](https://redirect.github.com/openai/openai-go/compare/v2.0.2...v2.1.0)

##### Features

- **api:** add new text parameters, expiration options
([323154c](323154ccec))

##### Documentation

- give https its missing "h" in Azure OpenAI REST API link
([#&#8203;480](https://redirect.github.com/openai/openai-go/issues/480))
([8a401c9](8a401c9eec))

###
[`v2.0.1`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#202-2025-08-09)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v2.0.0...v2.0.1)

Full Changelog:
[v2.0.1...v2.0.2](https://redirect.github.com/openai/openai-go/compare/v2.0.1...v2.0.2)

##### Chores

- **internal:** update comment in script
([4be24de](4be24dee6a))
- update
[@&#8203;stainless-api/prism-cli](https://redirect.github.com/stainless-api/prism-cli)
to v5.15.0
([eca22af](eca22af6f1))

###
[`v2.0.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#201-2025-08-08)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v1.12.0...v2.0.0)

Full Changelog:
[v2.0.0...v2.0.1](https://redirect.github.com/openai/openai-go/compare/v2.0.0...v2.0.1)

##### Bug Fixes

- **client:** fix verbosity parameter location in Responses
([6e2e903](6e2e903e7c))

</details>

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - At any time (no schedule defined).

🚦 **Automerge**: Disabled by config. Please merge this manually once you
are satisfied.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
rebase/retry checkbox.

🔕 **Ignore**: Close this PR and you won't be reminded about this update
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---

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Co-authored-by: dishaprakash <57954147+dishaprakash@users.noreply.github.com>
Co-authored-by: Anmol Shukla <shuklaanmol@google.com>
2025-11-04 19:28:59 +05:30
Mend Renovate
98e3f6abe4 chore(deps): update dependency llama-index-llms-google-genai to v0.7.1 (#1841)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
| llama-index-llms-google-genai | `==0.6.2` -> `==0.7.1` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/llama-index-llms-google-genai/0.7.1?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/llama-index-llms-google-genai/0.6.2/0.7.1?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

> [!WARNING]
> Some dependencies could not be looked up. Check the Dependency
Dashboard for more information.

---

### Configuration

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Automerge - At any time (no schedule defined).

🚦 **Automerge**: Disabled by config. Please merge this manually once you
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♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
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2025-11-03 15:46:45 -08:00
gRedHeadphone
5a6db196c2 docs: update spanner available tools (#1837)
## Description

Spanner source page in docs was missing spanner-list-tables tool.

## PR Checklist

- [x] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [x] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [x] Code coverage does not decrease (if any source code was changed)
- [x] Appropriate docs were updated (if necessary)
- [x] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #1836

Co-authored-by: Averi Kitsch <akitsch@google.com>
2025-11-03 18:47:58 +00:00
Dr. Strangelove
038585216a docs(looker): Better documentation of Looker prebuilt tools (#1835)
## Description

* Add new database metadata tools to list.
* Break the list down into useful sections.
* Provide a link to the generated prebuilt tools page.
2025-11-03 10:23:27 -08:00
Mend Renovate
54799f30b5 chore(deps): update module google.golang.org/genai to v1.33.0 (#1766)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
|
[google.golang.org/genai](https://redirect.github.com/googleapis/go-genai)
| `v1.31.0` -> `v1.33.0` |
[![age](https://developer.mend.io/api/mc/badges/age/go/google.golang.org%2fgenai/v1.33.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/go/google.golang.org%2fgenai/v1.31.0/v1.33.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

<details>
<summary>googleapis/go-genai (google.golang.org/genai)</summary>

###
[`v1.33.0`](https://redirect.github.com/googleapis/go-genai/releases/tag/v1.33.0)

[Compare
Source](https://redirect.github.com/googleapis/go-genai/compare/v1.32.0...v1.33.0)

##### Features

- Add safety\_filter\_level and person\_generation for Imagen upscaling
([3d7b57a](3d7b57a389))
- Add support for preference optimization tuning in the SDK.
([a6db7fe](a6db7fe823))
- Pass file name to the backend when uploading with a file path
([6b5e4f4](6b5e4f4939))
- support default global location when not using api key with vertexai
backend
([44f01d6](44f01d636b))

###
[`v1.32.0`](https://redirect.github.com/googleapis/go-genai/releases/tag/v1.32.0)

[Compare
Source](https://redirect.github.com/googleapis/go-genai/compare/v1.31.0...v1.32.0)

##### Features

- Add enable\_enhanced\_civic\_answers in GenerationConfig
([c876512](c87651298d))
- support jailbreak in HarmCategory and BlockedReason
([65e1efc](65e1efc38c))

##### Bug Fixes

- change back SingleEmbedContentResponse.TokenCount to int64 due to
mistake in
[#&#8203;557](https://redirect.github.com/googleapis/go-genai/issues/557)
([e05f15d](e05f15d3df))
- do not append project and client for Vertex AI when using API key
([c27f13a](c27f13a44e)),
closes
[#&#8203;564](https://redirect.github.com/googleapis/go-genai/issues/564)

</details>

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - At any time (no schedule defined).

🚦 **Automerge**: Disabled by config. Please merge this manually once you
are satisfied.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
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Co-authored-by: Anmol Shukla <shuklaanmol@google.com>
2025-11-03 20:07:37 +05:30
Dr. Strangelove
d7d1b03f3b feat(tools/looker): tools to retrieve the connections, schemas, databases, and column metadata from a looker system. (#1804)
## Description

Add new tools to get metadata from databases through Looker

* get_connections
* get_connection_schemas
* get_connection_databases
* get_connection_tables
* get_connection_table_columns
2025-10-31 18:42:02 +00:00
Mend Renovate
047e60e144 chore(deps): update github.com/googleapis/mcp-toolbox-sdk-go digest to f1f6a9f (#1832)
This PR contains the following updates:

| Package | Type | Update | Change |
|---|---|---|---|
|
[github.com/googleapis/mcp-toolbox-sdk-go](https://redirect.github.com/googleapis/mcp-toolbox-sdk-go)
| require | digest | `eb73e0c` -> `f1f6a9f` |

---

### Configuration

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Automerge - At any time (no schedule defined).

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are satisfied.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
rebase/retry checkbox.

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---

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---

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View the [repository job
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Co-authored-by: Averi Kitsch <akitsch@google.com>
2025-10-31 18:01:30 +00:00
Colin Pistell
e09d182f88 feat(source/bigquery): add service account impersonation support for bigquery (#1641)
## Description

This change adds service account impersonation support to Bigquery.
Users can now optionally supply an `impersonateServiceAccount` field in
their `bigquery-source` config to enable impersonation.

---
> Should include a concise description of the changes (bug or feature),
it's
> impact, along with a summary of the solution

## PR Checklist

---
> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [x] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [x] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [x] Code coverage does not decrease (if any source code was changed)
- [x] Appropriate docs were updated (if necessary)
- [x] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #906
2025-10-31 16:43:52 +00:00
Yuan Teoh
38d535de34 fix(source/cloud-sql-mssql): remove ip address field (#1822)
## Description

Removing the `ipAddress` field since it is not an input for Cloud SQL
SQL Server source.

Kept the variable in Source's config but removed this variable from
everywhere else in the code. This will PREVENT a breaking change since
the validator won't flag it as an "extra field".

**Will have to update the following as well:**
(1) Cloud docs
https://cloud.google.com/sql/docs/sqlserver/pre-built-tools-with-mcp-toolbox
(2) gemini-cli-extensions
https://github.com/gemini-cli-extensions/cloud-sql-sqlserver

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [x] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [x] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [x] Code coverage does not decrease (if any source code was changed)
- [x] Appropriate docs were updated (if necessary)
- [x] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #1549
2025-10-30 17:14:19 -07:00
Huan Chen
ef28e39e90 feat(tools/bigquery-analyze-contribution): add allowed dataset support (#1675)
## Description

> Should include a concise description of the changes (bug or feature),
it's
> impact, along with a summary of the solution

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [ ] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [ ] Ensure the tests and linter pass
- [ ] Code coverage does not decrease (if any source code was changed)
- [ ] Appropriate docs were updated (if necessary)
- [ ] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #<issue_number_goes_here>

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
2025-10-30 21:44:30 +00:00
Huan Chen
a2006ad577 feat(tools/bigquery-get-dataset-info)!: add allowed dataset support (#1654)
## Description

---
This introduces a breaking change. The bigquery-get-dataset-info tool
will now enforce the allowed datasets setting from its BigQuery source
configuration. Previously, this setting had no effect on the tool.

## PR Checklist

---
> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [ ] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [ ] Ensure the tests and linter pass
- [ ] Code coverage does not decrease (if any source code was changed)
- [ ] Appropriate docs were updated (if necessary)
- [ ] Make sure to add `!` if this involve a breaking change

🛠️ Part of https://github.com/googleapis/genai-toolbox/issues/873
2025-10-30 13:45:02 -07:00
Dr. Strangelove
fae133930f fix(tools/looker): better description and docs for Looker health (#1814)
## Description

Improve the docs for the Looker health tools
2025-10-30 11:20:39 -07:00
Mend Renovate
4620666b2e chore(deps): update dependency google-genai to v1.47.0 (#1820)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
| [google-genai](https://redirect.github.com/googleapis/python-genai) |
`==1.46.0` -> `==1.47.0` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/google-genai/1.47.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/google-genai/1.46.0/1.47.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

<details>
<summary>googleapis/python-genai (google-genai)</summary>

###
[`v1.47.0`](https://redirect.github.com/googleapis/python-genai/blob/HEAD/CHANGELOG.md#1470-2025-10-29)

[Compare
Source](https://redirect.github.com/googleapis/python-genai/compare/v1.46.0...v1.47.0)

##### Features

- Add safety\_filter\_level and person\_generation for Imagen upscaling
([6196b1b](6196b1b425))
- Add support for preference optimization tuning in the SDK.
([4540f9d](4540f9d25f))
- Pass file name to the backend when uploading with a file path
([4fa2edd](4fa2edd927))
- Support default global location when not using api key with vertexai
backend
([6340ce0](6340ce0cf0))
- Support retries in API requests
([ac70ecd](ac70ecdb02))

##### Bug Fixes

- Check environment Vertex AI api key for credential precedence
([9bd758c](9bd758c50c))
- Correct pydantic version range (bytes fields are broken with
pydantic<=2.8).
([d24cb56](d24cb5634e))
- Make `__del__` methods more robust in `_api_client` and `client`.
([64cab58](64cab58b38))
- Setting custom httpx async client will ensure using httpx client even
if aiohttp is installed
([7bd1bde](7bd1bdef36))
- Support custom\_base\_url for Live and other APIs when
project/location are unset and even when project/location are set in the
environment, and avoid Automatic Default Credentials
([7bd1bde](7bd1bdef36))

##### Documentation

- Add docstring for classes and fields that are not supported in Gemini
or Vertex API
([4a6c6af](4a6c6af190))
- Add docstring for enum classes that are not supported in Gemini or
Vertex API
([909f26b](909f26b926))
- Add documentation for the retry behavior
([ff12b46](ff12b46294))
- Update Codegen Instructions to include newer models and use consistent
formatting.
([f0b0a94](f0b0a94aa1))
- Update README.md and index.rst to use consistent spacing for Python
Samples
([2e5aa1f](2e5aa1f933))

</details>

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - At any time (no schedule defined).

🚦 **Automerge**: Disabled by config. Please merge this manually once you
are satisfied.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
rebase/retry checkbox.

🔕 **Ignore**: Close this PR and you won't be reminded about this update
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This PR was generated by [Mend Renovate](https://mend.io/renovate/).
View the [repository job
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Co-authored-by: Averi Kitsch <akitsch@google.com>
2025-10-30 10:09:36 -07:00
Dr. Strangelove
69138dc801 docs(looker): amend tool list in looker docs. (#1815) 2025-10-30 09:59:57 -04:00
Philippe Batardiere
a8e98dc99d feat: Added ExcludeValues + Fixed issue with regex matching type. (#1818)
## Description

### This PR introduces a new excludedValues field for tool parameters,
enhancing validation capabilities.

This change introduces a new excludedValues field for tool parameters.
This field allows developers to specify a list of values that are not
allowed for a parameter.
The excludedValues field supports both exact value matching and regular
expression matching.

The changes include:
- Updating the tool parameter documentation to include the
excludedValues field.
- Adding the excludedValues field to the CommonParameter struct.
- Implementing the logic to check for excluded values in the Parse
method of each parameter type.
- Updating the MatchStringOrRegex function to support non-string inputs
by converting them to strings before regex matching. This makes the
allowedValues and excludedValues checks more robust.
- Adding unit tests for allowedValues to verify the MatchStringOrRegex
change on parameters.
- Adding unit tests to verify the excludedValues functionality.

## PR Checklist

- [x] Make sure you reviewed
CONTRIBUTING.md
(httpshttps://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [x] Make sure to open an issue as a
bug/issue
(https://github.com/googleapis/genai-toolbox/issues/new/choose)
before writing your code! That way we can discuss the change, evaluate
designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [x] Code coverage does not decrease (if any source code was changed)
- [x] Appropriate docs were updated (if necessary)
- [ ] Make sure to add ! if this involve a breaking change

🛠️ Fixes #1792

Co-authored-by: Averi Kitsch <akitsch@google.com>
2025-10-29 16:32:57 -07:00
Mend Renovate
fdca92cefb chore(deps): update dependency llama-index-llms-google-genai to v0.6.2 (#1725)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
| llama-index-llms-google-genai | `==0.6.1` -> `==0.6.2` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/llama-index-llms-google-genai/0.6.2?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/llama-index-llms-google-genai/0.6.1/0.6.2?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - At any time (no schedule defined).

🚦 **Automerge**: Disabled by config. Please merge this manually once you
are satisfied.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
rebase/retry checkbox.

🔕 **Ignore**: Close this PR and you won't be reminded about this update
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---

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---

This PR was generated by [Mend Renovate](https://mend.io/renovate/).
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Co-authored-by: Averi Kitsch <akitsch@google.com>
2025-10-29 21:58:44 +00:00
Wenxin Du
208ab92eb3 feat: Make MongoDB filterParams optional (#1614)
Co-authored-by: Averi Kitsch <akitsch@google.com>
2025-10-29 21:29:12 +00:00
Srividya Reddy
e8c7fe0994 feat(tools/postgres-list-views): add new postgres-list-views tool (#1709)
## Description

Adds a read-only PostgreSQL custom list_views tool, that returns the
details of views present in database. Each row includes: schema_name,
view_name, owner_name
Test Output:

<img width="2433" height="1274" alt="Screenshot 2025-10-19 at 3 59
31 PM"
src="https://github.com/user-attachments/assets/76e1e994-390a-4239-aba7-0d02253bbcc4"
/>
<img width="2533" height="1017" alt="Screenshot 2025-10-19 at 4 07
25 PM"
src="https://github.com/user-attachments/assets/537fbddd-d862-4044-a09b-cb9f180c21fa"
/>

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [x] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [x] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [x] Ensure the tests and linter pass
- [x] Code coverage does not decrease (if any source code was changed)
- [x] Appropriate docs were updated (if necessary)
- [x] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #1738

Co-authored-by: Averi Kitsch <akitsch@google.com>
2025-10-29 14:18:29 -07:00
Dave Borowitz
7ad10720b4 feat(serverless-spark): Add get_batch tool 2025-10-28 13:42:02 -07:00
Mend Renovate
5d1be9caf9 chore(deps): update github.com/googleapis/mcp-toolbox-sdk-go digest to eb73e0c (#1750)
This PR contains the following updates:

| Package | Type | Update | Change |
|---|---|---|---|
|
[github.com/googleapis/mcp-toolbox-sdk-go](https://redirect.github.com/googleapis/mcp-toolbox-sdk-go)
| require | digest | `eae3dce` -> `eb73e0c` |

---

### Configuration

📅 **Schedule**: Branch creation - At any time (no schedule defined),
Automerge - At any time (no schedule defined).

🚦 **Automerge**: Disabled by config. Please merge this manually once you
are satisfied.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
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🔕 **Ignore**: Close this PR and you won't be reminded about this update
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Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>
2025-10-28 17:49:57 +00:00
Mend Renovate
01ac3134c0 chore(deps): update dependency llama-index to v0.14.6 (#1785)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
| [llama-index](https://redirect.github.com/run-llama/llama_index) |
`==0.14.4` -> `==0.14.6` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/llama-index/0.14.6?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/llama-index/0.14.4/0.14.6?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

<details>
<summary>run-llama/llama_index (llama-index)</summary>

###
[`v0.14.6`](https://redirect.github.com/run-llama/llama_index/blob/HEAD/CHANGELOG.md#2025-10-26)

[Compare
Source](https://redirect.github.com/run-llama/llama_index/compare/v0.14.5...v0.14.6)

##### llama-index-core \[0.14.6]

- Add allow\_parallel\_tool\_calls for non-streaming
([#&#8203;20117](https://redirect.github.com/run-llama/llama_index/pull/20117))
- Fix invalid use of field-specific metadata
([#&#8203;20122](https://redirect.github.com/run-llama/llama_index/pull/20122))
- update doc for SemanticSplitterNodeParser
([#&#8203;20125](https://redirect.github.com/run-llama/llama_index/pull/20125))
- fix rare cases when sentence splits are larger than chunk size
([#&#8203;20147](https://redirect.github.com/run-llama/llama_index/pull/20147))

##### llama-index-embeddings-bedrock \[0.7.0]

- Fix BedrockEmbedding to support Cohere v4 response format
([#&#8203;20094](https://redirect.github.com/run-llama/llama_index/pull/20094))

##### llama-index-embeddings-isaacus \[0.1.0]

- feat: Isaacus embeddings integration
([#&#8203;20124](https://redirect.github.com/run-llama/llama_index/pull/20124))

##### llama-index-embeddings-oci-genai \[0.4.2]

- Update OCI GenAI cohere models
([#&#8203;20146](https://redirect.github.com/run-llama/llama_index/pull/20146))

##### llama-index-llms-anthropic \[0.9.7]

- Fix double token stream in anthropic llm
([#&#8203;20108](https://redirect.github.com/run-llama/llama_index/pull/20108))
- Ensure anthropic content delta only has user facing response
([#&#8203;20113](https://redirect.github.com/run-llama/llama_index/pull/20113))

##### llama-index-llms-baseten \[0.1.7]

- add GLM
([#&#8203;20121](https://redirect.github.com/run-llama/llama_index/pull/20121))

##### llama-index-llms-helicone \[0.1.0]

- integrate helicone to llama-index
([#&#8203;20131](https://redirect.github.com/run-llama/llama_index/pull/20131))

##### llama-index-llms-oci-genai \[0.6.4]

- Update OCI GenAI cohere models
([#&#8203;20146](https://redirect.github.com/run-llama/llama_index/pull/20146))

##### llama-index-llms-openai \[0.6.5]

- chore: openai vbump
([#&#8203;20095](https://redirect.github.com/run-llama/llama_index/pull/20095))

##### llama-index-readers-imdb-review \[0.4.2]

- chore: Update selenium dependency in imdb-review reader
([#&#8203;20105](https://redirect.github.com/run-llama/llama_index/pull/20105))

##### llama-index-retrievers-bedrock \[0.5.0]

- feat(bedrock): add async support for AmazonKnowledgeBasesRetriever
([#&#8203;20114](https://redirect.github.com/run-llama/llama_index/pull/20114))

##### llama-index-retrievers-superlinked \[0.1.3]

- Update README.md
([#&#8203;19829](https://redirect.github.com/run-llama/llama_index/pull/19829))

##### llama-index-storage-kvstore-postgres \[0.4.2]

- fix: Replace raw SQL string interpolation with proper SQLAlchemy
parameterized APIs in PostgresKVStore
([#&#8203;20104](https://redirect.github.com/run-llama/llama_index/pull/20104))

##### llama-index-tools-mcp \[0.4.3]

- Fix BasicMCPClient resource signatures
([#&#8203;20118](https://redirect.github.com/run-llama/llama_index/pull/20118))

##### llama-index-vector-stores-postgres \[0.7.1]

- Add GIN index support for text array metadata in PostgreSQL vector
store
([#&#8203;20130](https://redirect.github.com/run-llama/llama_index/pull/20130))

###
[`v0.14.5`](https://redirect.github.com/run-llama/llama_index/blob/HEAD/CHANGELOG.md#2025-10-15)

[Compare
Source](https://redirect.github.com/run-llama/llama_index/compare/v0.14.4...v0.14.5)

##### llama-index-core \[0.14.5]

- Remove debug print
([#&#8203;20000](https://redirect.github.com/run-llama/llama_index/pull/20000))
- safely initialize RefDocInfo in Docstore
([#&#8203;20031](https://redirect.github.com/run-llama/llama_index/pull/20031))
- Add progress bar for multiprocess loading
([#&#8203;20048](https://redirect.github.com/run-llama/llama_index/pull/20048))
- Fix duplicate node positions when identical text appears multiple
times in document
([#&#8203;20050](https://redirect.github.com/run-llama/llama_index/pull/20050))
- chore: tool call block - part 1
([#&#8203;20074](https://redirect.github.com/run-llama/llama_index/pull/20074))

##### llama-index-instrumentation \[0.4.2]

- update instrumentation package metadata
([#&#8203;20079](https://redirect.github.com/run-llama/llama_index/pull/20079))

##### llama-index-llms-anthropic \[0.9.5]

-  feat(anthropic): add prompt caching model validation utilities
([#&#8203;20069](https://redirect.github.com/run-llama/llama_index/pull/20069))
- fix streaming thinking/tool calling with anthropic
([#&#8203;20077](https://redirect.github.com/run-llama/llama_index/pull/20077))
- Add haiku 4.5 support
([#&#8203;20092](https://redirect.github.com/run-llama/llama_index/pull/20092))

##### llama-index-llms-baseten \[0.1.6]

- Baseten provider Kimi K2 0711, Llama 4 Maverick and Llama 4 Scout
Model APIs deprecation
([#&#8203;20042](https://redirect.github.com/run-llama/llama_index/pull/20042))

##### llama-index-llms-bedrock-converse \[0.10.5]

- feat: List Claude Sonnet 4.5 as a reasoning model
([#&#8203;20022](https://redirect.github.com/run-llama/llama_index/pull/20022))
- feat: Support global cross-region inference profile prefix
([#&#8203;20064](https://redirect.github.com/run-llama/llama_index/pull/20064))
- Update utils.py for opus 4.1
([#&#8203;20076](https://redirect.github.com/run-llama/llama_index/pull/20076))
- 4.1 opus bedrockconverse missing in funcitoncalling models
([#&#8203;20084](https://redirect.github.com/run-llama/llama_index/pull/20084))
- Add haiku 4.5 support
([#&#8203;20092](https://redirect.github.com/run-llama/llama_index/pull/20092))

##### llama-index-llms-fireworks \[0.4.4]

- Add Support for Custom Models in Fireworks LLM
([#&#8203;20023](https://redirect.github.com/run-llama/llama_index/pull/20023))
- fix(llms/fireworks): Cannot use Fireworks Deepseek V3.1-20006 issue
([#&#8203;20028](https://redirect.github.com/run-llama/llama_index/pull/20028))

##### llama-index-llms-oci-genai \[0.6.3]

- Add support for xAI models in OCI GenAI
([#&#8203;20089](https://redirect.github.com/run-llama/llama_index/pull/20089))

##### llama-index-llms-openai \[0.6.4]

- Gpt 5 pro addition
([#&#8203;20029](https://redirect.github.com/run-llama/llama_index/pull/20029))
- fix collecting final response with openai responses streaming
([#&#8203;20037](https://redirect.github.com/run-llama/llama_index/pull/20037))
- Add support for GPT-5 models in utils.py (JSON\_SCHEMA\_MODELS)
([#&#8203;20045](https://redirect.github.com/run-llama/llama_index/pull/20045))
- chore: tool call block - part 1
([#&#8203;20074](https://redirect.github.com/run-llama/llama_index/pull/20074))

##### llama-index-llms-sglang \[0.1.0]

- Added Sglang llm integration
([#&#8203;20020](https://redirect.github.com/run-llama/llama_index/pull/20020))

##### llama-index-readers-gitlab \[0.5.1]

- feat(gitlab): add pagination params for repository tree and issues
([#&#8203;20052](https://redirect.github.com/run-llama/llama_index/pull/20052))

##### llama-index-readers-json \[0.4.2]

- vbump the JSON reader
([#&#8203;20039](https://redirect.github.com/run-llama/llama_index/pull/20039))

##### llama-index-readers-web \[0.5.5]

- fix: ScrapflyReader Pydantic validation error
([#&#8203;19999](https://redirect.github.com/run-llama/llama_index/pull/19999))

##### llama-index-storage-chat-store-dynamodb \[0.4.2]

- bump dynamodb chat store deps
([#&#8203;20078](https://redirect.github.com/run-llama/llama_index/pull/20078))

##### llama-index-tools-mcp \[0.4.2]

- 🐛 fix(tools/mcp): Fix dict type handling and reference resolution in …
([#&#8203;20082](https://redirect.github.com/run-llama/llama_index/pull/20082))

##### llama-index-tools-signnow \[0.1.0]

- feat(signnow): SignNow mcp tools integration
([#&#8203;20057](https://redirect.github.com/run-llama/llama_index/pull/20057))

##### llama-index-tools-tavily-research \[0.4.2]

- feat: Add Tavily extract function for URL content extraction
([#&#8203;20038](https://redirect.github.com/run-llama/llama_index/pull/20038))

##### llama-index-vector-stores-azurepostgresql \[0.2.0]

- Add hybrid search to Azure PostgreSQL integration
([#&#8203;20027](https://redirect.github.com/run-llama/llama_index/pull/20027))

##### llama-index-vector-stores-milvus \[0.9.3]

- fix: Milvus get\_field\_kwargs()
([#&#8203;20086](https://redirect.github.com/run-llama/llama_index/pull/20086))

##### llama-index-vector-stores-opensearch \[0.6.2]

- fix(opensearch): Correct version check for efficient filtering
([#&#8203;20067](https://redirect.github.com/run-llama/llama_index/pull/20067))

##### llama-index-vector-stores-qdrant \[0.8.6]

- fix(qdrant): Allow async-only initialization with hybrid search
([#&#8203;20005](https://redirect.github.com/run-llama/llama_index/pull/20005))

</details>

---

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Automerge - At any time (no schedule defined).

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are satisfied.

♻ **Rebasing**: Whenever PR becomes conflicted, or you tick the
rebase/retry checkbox.

🔕 **Ignore**: Close this PR and you won't be reminded about this update
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This PR was generated by [Mend Renovate](https://mend.io/renovate/).
View the [repository job
log](https://developer.mend.io/github/googleapis/genai-toolbox).

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Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
2025-10-27 21:26:51 +00:00
manuka rahul
ddd8b42bf3 docs: fix links (#1793)
Fixed the broken links
2025-10-27 19:15:23 +00:00
Dr. Strangelove
4b0172083c fix: instructions to quote filters that include commas (#1794)
## Description

A filter value like `{"user.city": "New York, NY"}` gets interpretted by
Looker as a list of values, and so becomes SQL like
`IN ('New York', 'NY')`. Need to pass a filter value like `{"user.city":
"'New York, NY'"}`.

Add instructions to agents to properly quote filter values that contain
commas.

## PR Checklist

> Thank you for opening a Pull Request! Before submitting your PR, there
are a
> few things you can do to make sure it goes smoothly:

- [X] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [X] Make sure to open an issue as a

[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
- [X] Ensure the tests and linter pass
- [X] Code coverage does not decrease (if any source code was changed)
- [X] Appropriate docs were updated (if necessary)
- [X] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #1790
2025-10-27 17:49:05 +00:00
manuka rahul
de6bf7279d docs: fix broken links (#1757)
Fixed the broken links

---------

Co-authored-by: Twisha Bansal <58483338+twishabansal@users.noreply.github.com>
Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>
2025-10-27 21:46:47 +05:30