Commit Graph

529 Commits

Author SHA1 Message Date
aniketkumarj
8752e05ab6 feat(tools/cloudsqlpg): Add CloudSQL PostgreSQL pre-check tool (#1722)
## Description

Implements the 'postgres-upgrade-precheck' tool to allow users to
validate instance readiness for major version upgrades for CloudSQL
PostgreSQL.

This includes the tool implementation, unit tests for YAML parsing,
integration tests for tool invocation, and documentation. The tool is
also added to the CloudSQL PostgreSQL prebuilt set.

TEST output: 
<img width="3406" height="1646" alt="image"
src="https://github.com/user-attachments/assets/6abaa535-285d-4645-9dd3-7ebcd447d448"
/>
<img width="3532" height="1490" alt="image"
src="https://github.com/user-attachments/assets/4d512af1-51fd-4187-b80f-be13198aba68"
/>



## 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 #1721

---------

Co-authored-by: Averi Kitsch <akitsch@google.com>
2025-11-24 17:41:50 +00:00
Anubhav Dhawan
185c72939d docs: Update guides to require Python 3.10+ following Python 3.9 drop (#2020)
## Description

This PR updates the installation guides and documentation to reflect
that Python 3.9 is no longer supported. Users are now instructed to
install Python 3.10+.

## Context
This is a follow-up to
https://github.com/googleapis/mcp-toolbox-sdk-python/pull/422, which
officially removed support for Python 3.9 from the Python SDKs codebase.
This change ensures the documentation aligns with the current package
requirements.
2025-11-24 14:58:03 +05:30
Anubhav Dhawan
87ef9c5908 chore(deps): Fix typo in package dependency name (#2018)
Partially reverts googleapis/genai-toolbox#2011 to fix the typo in the
package name.

The original PR breaks builds due to incorrect package name.

<img width="2254" height="522" alt="image"
src="https://github.com/user-attachments/assets/d51aba16-a84e-46cb-b17c-4eab1576dd59"
/>
2025-11-24 07:44:51 +00:00
Mend Renovate
1deda6cb4c chore(deps): update dependency langchain-google-vertexai to v3.0.3 (#2011)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
|
[langchain-google-vertexai](https://redirect.github.com/langchain-ai/langchain-google)
([source](https://redirect.github.com/langchain-ai/langchain-google/tree/HEAD/libs/vertexai),
[changelog](https://redirect.github.com/langchain-ai/langchain-google/releases?q=%22vertexai%22))
| `==3.0.2` -> `==3.0.3` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/langchain-google-vertexai/3.0.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
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|

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Co-authored-by: Harsh Jha <83023263+rapid-killer-9@users.noreply.github.com>
2025-11-24 06:18:44 +00:00
Mend Renovate
768bf01966 chore(deps): update dependency langchain to v1.0.8 (#2010)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
| [langchain](https://redirect.github.com/langchain-ai/langchain)
([source](https://redirect.github.com/langchain-ai/langchain/tree/HEAD/libs/langchain),
[changelog](https://redirect.github.com/langchain-ai/langchain/releases?q=tag%3A%22langchain%3D%3D1%22))
| `==1.0.3` -> `==1.0.8` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/langchain/1.0.8?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
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🔕 **Ignore**: Close this PR and you won't be reminded about this update
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Co-authored-by: Harsh Jha <83023263+rapid-killer-9@users.noreply.github.com>
2025-11-24 06:01:02 +00:00
Mend Renovate
b0fe6775d5 chore(deps): update dependency toolbox-core to v0.5.3 (#2008)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
|
[toolbox-core](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python)
([changelog](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/blob/main/packages/toolbox-core/CHANGELOG.md))
| `==0.5.2` -> `==0.5.3` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/toolbox-core/0.5.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/toolbox-core/0.5.2/0.5.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

<details>
<summary>googleapis/mcp-toolbox-sdk-python (toolbox-core)</summary>

###
[`v0.5.3`](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/releases/tag/toolbox-core-v0.5.3):
toolbox-core: v0.5.3

[Compare
Source](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/compare/toolbox-core-v0.5.2...toolbox-core-v0.5.3)

##### Miscellaneous Chores

- **ci:** Updated the toolbox server version for CI and integration
tests
([#&#8203;388](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/388)),
([#&#8203;414](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/414)),
([#&#8203;421](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/421),
[#&#8203;395](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/395)).
- **deps:** Updated dependencies: `aiohttp` to v3.13.0
([#&#8203;389](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/389)),
`google-auth` to v2.41.1
([#&#8203;383](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/383)),
`isort` to v7
([#&#8203;393](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/393)),
`pytest` to v9
([#&#8203;416](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/416)),
and other non-major Python dependencies
([#&#8203;386](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/386)),
([#&#8203;387](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/387)),
([#&#8203;427](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/427)).

</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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🔕 **Ignore**: Close this PR and you won't be reminded about this update
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Co-authored-by: Harsh Jha <83023263+rapid-killer-9@users.noreply.github.com>
2025-11-24 05:45:01 +00:00
Yuan Teoh
975d02e243 docs: update docs for antigravity (#2015)
Update docs formatting and bullet point indentation. 
Update option to move binary into executables folder.
2025-11-21 15:57:07 -08:00
Anubhav Dhawan
624d06e7ba docs: Fix binary install commands for windows users (#2012)
This PR updates the documentation to fix installation commands
compatible with the standard Windows Command Prompt (`cmd.exe`). Earlier
it was targeted towards Powershell, which might not be used by many
users using a Windows machine.
2025-11-21 10:01:57 -08:00
Mend Renovate
9f27134918 chore(deps): update dependency langgraph to v1.0.3 (#1817)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
| [langgraph](https://redirect.github.com/langchain-ai/langgraph)
([source](https://redirect.github.com/langchain-ai/langgraph/tree/HEAD/libs/langgraph),
[changelog](https://redirect.github.com/langchain-ai/langgraph/releases))
| `==1.0.1` -> `==1.0.3` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/langgraph/1.0.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/langgraph/1.0.1/1.0.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

<details>
<summary>langchain-ai/langgraph (langgraph)</summary>

###
[`v1.0.3`](https://redirect.github.com/langchain-ai/langgraph/releases/tag/1.0.3)

[Compare
Source](https://redirect.github.com/langchain-ai/langgraph/compare/1.0.2...1.0.3)

Changes since 1.0.2

- chore: langgraph patch release
([#&#8203;6429](https://redirect.github.com/langchain-ai/langgraph/issues/6429))
- feat(docs): warn that `StateGraph` is a builder class
([#&#8203;6417](https://redirect.github.com/langchain-ai/langgraph/issues/6417))
- fix(docs): `PartialState` rendering in MkDocs
([#&#8203;6416](https://redirect.github.com/langchain-ai/langgraph/issues/6416))
- fix(docs): synchronize `invoke` and `ainvoke` docstrings
([#&#8203;6415](https://redirect.github.com/langchain-ai/langgraph/issues/6415))
- fix(docs): synchronize `stream` and `astream` docstrings
([#&#8203;6414](https://redirect.github.com/langchain-ai/langgraph/issues/6414))
- docs(langgraph): Fix docstring code examples of task function
([#&#8203;6410](https://redirect.github.com/langchain-ai/langgraph/issues/6410))
- fix(langgraph): Unexpected behavior for stream\_mode sequences that
are not lists
([#&#8203;6354](https://redirect.github.com/langchain-ai/langgraph/issues/6354))
- fix: fix previoius edge cases such as 0
([#&#8203;6379](https://redirect.github.com/langchain-ai/langgraph/issues/6379))
- fix(langgraph): export REMOVE\_ALL\_MESSAGES in **all** to fix linting
([#&#8203;6375](https://redirect.github.com/langchain-ai/langgraph/issues/6375))
- style: update docstrings to reference `StateGraph`
([#&#8203;6308](https://redirect.github.com/langchain-ai/langgraph/issues/6308))
- docs(langgraph): update streaming guide links
([#&#8203;6314](https://redirect.github.com/langchain-ai/langgraph/issues/6314))
- chore: add `pyproject.toml` links
([#&#8203;6364](https://redirect.github.com/langchain-ai/langgraph/issues/6364))
- docs(langgraph): Fix typo in docstring of PregelLoop.tick
([#&#8203;6407](https://redirect.github.com/langchain-ai/langgraph/issues/6407))
- chore(checkpoint-postgres): bump to 3.0.1
([#&#8203;6402](https://redirect.github.com/langchain-ai/langgraph/issues/6402))
- fix(langgraph): do not apply pending writes when updating state
([#&#8203;6389](https://redirect.github.com/langchain-ai/langgraph/issues/6389))
- chore: update ormsgpack minbound and add OPT\_REPLACE\_SURROGATES
([#&#8203;6395](https://redirect.github.com/langchain-ai/langgraph/issues/6395))
- release(cli): 0.4.7 expand api bounds
([#&#8203;6390](https://redirect.github.com/langchain-ai/langgraph/issues/6390))
- chore: style fixes for refs
([#&#8203;6365](https://redirect.github.com/langchain-ai/langgraph/issues/6365))

###
[`v1.0.2`](https://redirect.github.com/langchain-ai/langgraph/releases/tag/1.0.2)

[Compare
Source](https://redirect.github.com/langchain-ai/langgraph/compare/1.0.1...1.0.2)

Changes since 0.6.11

- chore: bump prebuilt dep for lg
([#&#8203;6361](https://redirect.github.com/langchain-ai/langgraph/issues/6361))
- chore: port tool node improvements back to langgraph
([#&#8203;6321](https://redirect.github.com/langchain-ai/langgraph/issues/6321))
- chore: bump core dep for prebuilt
([#&#8203;6323](https://redirect.github.com/langchain-ai/langgraph/issues/6323))
- fix(langgraph): dont persist UntrackedValue
([#&#8203;6316](https://redirect.github.com/langchain-ai/langgraph/issues/6316))
- feat(langgraph): add Overwrite to bypass reducer
([#&#8203;6286](https://redirect.github.com/langchain-ai/langgraph/issues/6286))
- fix: replace `python.langchain` links with new `docs.langchain`
([#&#8203;6352](https://redirect.github.com/langchain-ai/langgraph/issues/6352))
- release: Checkpointers 3.0
([#&#8203;6313](https://redirect.github.com/langchain-ai/langgraph/issues/6313))
- chore: Restrict "json" type deserialization
([#&#8203;6269](https://redirect.github.com/langchain-ai/langgraph/issues/6269))
- release: langgraph + langgraph-prebuilt v1.0.0
([#&#8203;6300](https://redirect.github.com/langchain-ai/langgraph/issues/6300))
- feat: adding cursory Python 3.14 support
([#&#8203;6298](https://redirect.github.com/langchain-ai/langgraph/issues/6298))
- style: fixes for ref docs
([#&#8203;6297](https://redirect.github.com/langchain-ai/langgraph/issues/6297))
- chore: release rcs for prebuilt + langgraph
([#&#8203;6296](https://redirect.github.com/langchain-ai/langgraph/issues/6296))
- chore: drop Python 3.9 (and syntax)
([#&#8203;6289](https://redirect.github.com/langchain-ai/langgraph/issues/6289))
- docs: style linting
([#&#8203;6260](https://redirect.github.com/langchain-ai/langgraph/issues/6260))
- release(langgraph): v1 working branch
([#&#8203;6093](https://redirect.github.com/langchain-ai/langgraph/issues/6093))
- fix: rename away from LangGraph Platform
([#&#8203;6281](https://redirect.github.com/langchain-ai/langgraph/issues/6281))

</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
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♻ **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: Harsh Jha <83023263+rapid-killer-9@users.noreply.github.com>
2025-11-21 09:56:49 +00:00
Mend Renovate
baf1bd1a97 chore(deps): update dependency llama-index to v0.14.8 (#1831)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
| [llama-index](https://redirect.github.com/run-llama/llama_index) |
`==0.14.6` -> `==0.14.8` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/llama-index/0.14.8?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/llama-index/0.14.6/0.14.8?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

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

###
[`v0.14.8`](https://redirect.github.com/run-llama/llama_index/blob/HEAD/CHANGELOG.md#2025-11-10)

[Compare
Source](https://redirect.github.com/run-llama/llama_index/compare/v0.14.7...v0.14.8)

##### llama-index-core \[0.14.8]

- Fix ReActOutputParser getting stuck when "Answer:" contains "Action:"
([#&#8203;20098](https://redirect.github.com/run-llama/llama_index/pull/20098))
- Add buffer to image, audio, video and document blocks
([#&#8203;20153](https://redirect.github.com/run-llama/llama_index/pull/20153))
- fix(agent): Handle multi-block ChatMessage in ReActAgent
([#&#8203;20196](https://redirect.github.com/run-llama/llama_index/pull/20196))
- Fix/20209
([#&#8203;20214](https://redirect.github.com/run-llama/llama_index/pull/20214))
- Preserve Exception in ToolOutput
([#&#8203;20231](https://redirect.github.com/run-llama/llama_index/pull/20231))
- fix weird pydantic warning
([#&#8203;20235](https://redirect.github.com/run-llama/llama_index/pull/20235))

##### llama-index-embeddings-nvidia \[0.4.2]

- docs: Edit pass and update example model
([#&#8203;20198](https://redirect.github.com/run-llama/llama_index/pull/20198))

##### llama-index-embeddings-ollama \[0.8.4]

- Added a test case (no code) to check the embedding through an actual
connection to a Ollama server (after checking that the ollama server
exists)
([#&#8203;20230](https://redirect.github.com/run-llama/llama_index/pull/20230))

##### llama-index-llms-anthropic \[0.10.2]

- feat(llms/anthropic): Add support for RawMessageDeltaEvent in
streaming
([#&#8203;20206](https://redirect.github.com/run-llama/llama_index/pull/20206))
- chore: remove unsupported models
([#&#8203;20211](https://redirect.github.com/run-llama/llama_index/pull/20211))

##### llama-index-llms-bedrock-converse \[0.11.1]

- feat: integrate bedrock converse with tool call block
([#&#8203;20099](https://redirect.github.com/run-llama/llama_index/pull/20099))
- feat: Update model name extraction to include 'jp' region prefix and …
([#&#8203;20233](https://redirect.github.com/run-llama/llama_index/pull/20233))

##### llama-index-llms-google-genai \[0.7.3]

- feat: google genai integration with tool block
([#&#8203;20096](https://redirect.github.com/run-llama/llama_index/pull/20096))
- fix: non-streaming gemini tool calling
([#&#8203;20207](https://redirect.github.com/run-llama/llama_index/pull/20207))
- Add token usage information in GoogleGenAI chat additional\_kwargs
([#&#8203;20219](https://redirect.github.com/run-llama/llama_index/pull/20219))
- bug fix google genai stream\_complete
([#&#8203;20220](https://redirect.github.com/run-llama/llama_index/pull/20220))

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

- docs: Edit pass and code example updates
([#&#8203;20200](https://redirect.github.com/run-llama/llama_index/pull/20200))

##### llama-index-llms-openai \[0.6.8]

- FixV2: Correct DocumentBlock type for OpenAI from 'input\_file' to
'file'
([#&#8203;20203](https://redirect.github.com/run-llama/llama_index/pull/20203))
- OpenAI v2 sdk support
([#&#8203;20234](https://redirect.github.com/run-llama/llama_index/pull/20234))

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

- OpenAI v2 sdk support
([#&#8203;20234](https://redirect.github.com/run-llama/llama_index/pull/20234))

##### llama-index-packs-streamlit-chatbot \[0.5.2]

- OpenAI v2 sdk support
([#&#8203;20234](https://redirect.github.com/run-llama/llama_index/pull/20234))

##### llama-index-packs-voyage-query-engine \[0.5.2]

- OpenAI v2 sdk support
([#&#8203;20234](https://redirect.github.com/run-llama/llama_index/pull/20234))

##### llama-index-postprocessor-nvidia-rerank \[0.5.1]

- docs: Edit pass
([#&#8203;20199](https://redirect.github.com/run-llama/llama_index/pull/20199))

##### llama-index-readers-web \[0.5.6]

- feat: Add ScrapyWebReader Integration
([#&#8203;20212](https://redirect.github.com/run-llama/llama_index/pull/20212))
- Update Scrapy dependency to 2.13.3
([#&#8203;20228](https://redirect.github.com/run-llama/llama_index/pull/20228))

##### llama-index-readers-whisper \[0.3.0]

- OpenAI v2 sdk support
([#&#8203;20234](https://redirect.github.com/run-llama/llama_index/pull/20234))

##### llama-index-storage-kvstore-postgres \[0.4.3]

- fix: Ensure schema creation only occurs if it doesn't already exist
([#&#8203;20225](https://redirect.github.com/run-llama/llama_index/pull/20225))

##### llama-index-tools-brightdata \[0.2.1]

- docs: add api key claim instructions
([#&#8203;20204](https://redirect.github.com/run-llama/llama_index/pull/20204))

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

- Added test case for issue 19211. No code change
([#&#8203;20201](https://redirect.github.com/run-llama/llama_index/pull/20201))

##### llama-index-utils-oracleai \[0.3.1]

- Update llama-index-core dependency to 0.12.45
([#&#8203;20227](https://redirect.github.com/run-llama/llama_index/pull/20227))

##### llama-index-vector-stores-lancedb \[0.4.2]

- fix: FTS index recreation bug on every LanceDB query
([#&#8203;20213](https://redirect.github.com/run-llama/llama_index/pull/20213))

###
[`v0.14.7`](https://redirect.github.com/run-llama/llama_index/blob/HEAD/CHANGELOG.md#2025-10-30)

[Compare
Source](https://redirect.github.com/run-llama/llama_index/compare/v0.14.6...v0.14.7)

##### llama-index-core \[0.14.7]

- Feat/serpex tool integration
([#&#8203;20141](https://redirect.github.com/run-llama/llama_index/pull/20141))
- Fix outdated error message about setting LLM
([#&#8203;20157](https://redirect.github.com/run-llama/llama_index/pull/20157))
- Fixing some recently failing tests
([#&#8203;20165](https://redirect.github.com/run-llama/llama_index/pull/20165))
- Fix: update lock to latest workflow and fix issues
([#&#8203;20173](https://redirect.github.com/run-llama/llama_index/pull/20173))
- fix: ensure full docstring is used in FunctionTool
([#&#8203;20175](https://redirect.github.com/run-llama/llama_index/pull/20175))
- fix api docs build
([#&#8203;20180](https://redirect.github.com/run-llama/llama_index/pull/20180))

##### llama-index-embeddings-voyageai \[0.5.0]

- Updating the VoyageAI integration
([#&#8203;20073](https://redirect.github.com/run-llama/llama_index/pull/20073))

##### llama-index-llms-anthropic \[0.10.0]

- feat: integrate anthropic with tool call block
([#&#8203;20100](https://redirect.github.com/run-llama/llama_index/pull/20100))

##### llama-index-llms-bedrock-converse \[0.10.7]

- feat: Add support for Bedrock Guardrails streamProcessingMode
([#&#8203;20150](https://redirect.github.com/run-llama/llama_index/pull/20150))
- bedrock structured output optional force
([#&#8203;20158](https://redirect.github.com/run-llama/llama_index/pull/20158))

##### llama-index-llms-fireworks \[0.4.5]

- Update FireworksAI models
([#&#8203;20169](https://redirect.github.com/run-llama/llama_index/pull/20169))

##### llama-index-llms-mistralai \[0.9.0]

- feat: mistralai integration with tool call block
([#&#8203;20103](https://redirect.github.com/run-llama/llama_index/pull/20103))

##### llama-index-llms-ollama \[0.9.0]

- feat: integrate ollama with tool call block
([#&#8203;20097](https://redirect.github.com/run-llama/llama_index/pull/20097))

##### llama-index-llms-openai \[0.6.6]

- Allow setting temp of gpt-5-chat
([#&#8203;20156](https://redirect.github.com/run-llama/llama_index/pull/20156))

##### llama-index-readers-confluence \[0.5.0]

- feat(confluence): make SVG processing optional to fix pycairo install…
([#&#8203;20115](https://redirect.github.com/run-llama/llama_index/pull/20115))

##### llama-index-readers-github \[0.9.0]

- Add GitHub App authentication support
([#&#8203;20106](https://redirect.github.com/run-llama/llama_index/pull/20106))

##### llama-index-retrievers-bedrock \[0.5.1]

- Fixing some recently failing tests
([#&#8203;20165](https://redirect.github.com/run-llama/llama_index/pull/20165))

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

- Feat/serpex tool integration
([#&#8203;20141](https://redirect.github.com/run-llama/llama_index/pull/20141))
- add missing toml info
([#&#8203;20186](https://redirect.github.com/run-llama/llama_index/pull/20186))

##### llama-index-vector-stores-couchbase \[0.6.0]

- Add Hyperscale and Composite Vector Indexes support for Couchbase
vector-store
([#&#8203;20170](https://redirect.github.com/run-llama/llama_index/pull/20170))

</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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---

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Co-authored-by: Twisha Bansal <58483338+twishabansal@users.noreply.github.com>
2025-11-21 09:32:39 +00:00
Mend Renovate
9b67f7354c chore(deps): update dependency google-genai to v1.52.0 (#1840)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
| [google-genai](https://redirect.github.com/googleapis/python-genai) |
`==1.47.0` -> `==1.52.0` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/google-genai/1.52.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/google-genai/1.47.0/1.52.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

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

###
[`v1.52.0`](https://redirect.github.com/googleapis/python-genai/blob/HEAD/CHANGELOG.md#1520-2025-11-21)

[Compare
Source](https://redirect.github.com/googleapis/python-genai/compare/v1.51.0...v1.52.0)

##### Features

- Add support for configuring resource scope when using base\_url
([a3e0859](a3e0859b67))

##### Bug Fixes

- `TypeError: issubclass() arg 1 must be a class` when using`List[str]`
for `contents`
([c624d7e](c624d7e570))
- Create new aiohttp Client Session if loop is closed
([1dc35ea](1dc35ea7ab))

###
[`v1.51.0`](https://redirect.github.com/googleapis/python-genai/blob/HEAD/CHANGELOG.md#1510-2025-11-18)

[Compare
Source](https://redirect.github.com/googleapis/python-genai/compare/v1.50.1...v1.51.0)

##### Features

- Add a pre-validation hook to warn about Pydantic model type
mismatches.
([f7af6ef](f7af6ef697))
- Add display name to FunctionResponseBlob
([52906d5](52906d513f))
- Add display name to FunctionResponseFileData
([7c39f70](7c39f70263))
- Add generate\_content\_config.thinking\_level
([30b00db](30b00dbad1))
- Add image output options to ImageConfig for Vertex
([014aaad](014aaad624))
- Add part.media\_resolution
([30b00db](30b00dbad1))
- Support Function call argument streaming for all languages
([9b2ca50](9b2ca50d51))

##### Bug Fixes

- Only log warnings once for accessors in GenerateContentResponse and
LiveServerMessage
([eec841e](eec841e6a3))

##### Documentation

- Remove gemini 2 below model reference
([c42ddff](c42ddff06c))
- Update sample code to use gemini 2 or above
([d48bbba](d48bbba5f8))
- Update Veo and Imagen model id in README
([5c69122](5c69122739))

###
[`v1.50.1`](https://redirect.github.com/googleapis/python-genai/blob/HEAD/CHANGELOG.md#1501-2025-11-13)

[Compare
Source](https://redirect.github.com/googleapis/python-genai/compare/v1.50.0...v1.50.1)

##### Bug Fixes

- Do not use ADC if passing a base\_url, no project, no location
([a00b67a](a00b67a961))
- Ensure the custom httpx client and async client won't be closed
automatically
([9a9fa3c](9a9fa3c95e))

###
[`v1.50.0`](https://redirect.github.com/googleapis/python-genai/blob/HEAD/CHANGELOG.md#1500-2025-11-12)

[Compare
Source](https://redirect.github.com/googleapis/python-genai/compare/v1.49.0...v1.50.0)

##### Features

- Use pytest-xdist for test parallelization
([6ff82fc](6ff82fca9e))

##### Bug Fixes

- Add missing fields to the model types
([4b855e6](4b855e6215))
- Don't generate warnings from response.text property because of
thought\_signature.
([dd9360d](dd9360d21d))
- Fix base\_steps parameter for recontext\_image
([d94077b](d94077bdee))
- Fix file\_search\_stores.documents pagination
([8d40d48](8d40d48d9a))
- Fix models.list() filter parameter
([7fa1e41](7fa1e41580))
- Handle SSE error message types properly in streaming
([72afa50](72afa50eb2))
- Roll back a breaking change to the import system
([8674003](86740033fb))

##### Documentation

- Log Schema.json\_schema and Schema.from\_json\_schema only once
([517300c](517300caab))
- Regenerate docs for 1.49.0
([74b680a](74b680adfd))

###
[`v1.49.0`](https://redirect.github.com/googleapis/python-genai/blob/HEAD/CHANGELOG.md#1490-2025-11-05)

[Compare
Source](https://redirect.github.com/googleapis/python-genai/compare/v1.48.0...v1.49.0)

##### Features

- Add complete stats to BatchJob
([b211466](b211466644))
- Add FileSearch tool and associated FileSearchStore management APIs
([2e2a78d](2e2a78d202))
- Add FileSearch tool and associated FileSearchStore management APIs
([7370d24](7370d24899))
- Add image\_size to ImageConfig (Early Access Program)
([81c027c](81c027c937))
- Make genai.Part constructible from PartUnionDict.
([7526e4d](7526e4de84))

##### Bug Fixes

- Raise errors during file upload.
([946a17e](946a17e0a9))
- Use duck type in t\_part transformer
([be82981](be82981afe))

##### Documentation

- Log deprecation waring to Schema.from\_json\_schema method and
Schema.json\_schema method
([856789a](856789a7a7))
- Regenerate docs for 1.48.0
([004d238](004d238b4f))
- Update log message in Schema.json\_schema and
Schema.from\_json\_schema methods
([5bf69e5](5bf69e55f1))

###
[`v1.48.0`](https://redirect.github.com/googleapis/python-genai/blob/HEAD/CHANGELOG.md#1480-2025-11-03)

[Compare
Source](https://redirect.github.com/googleapis/python-genai/compare/v1.47.0...v1.48.0)

##### Features

- Added phish filtering feature.
([a9297b7](a9297b747e))
- Drop support for Python 3.9 - EOL
([b542082](b54208200e))

##### Bug Fixes

- Append the current model chunk to contents in async streaming
([7c5cf56](7c5cf56ef1))
- Disable AFC when there are incompatible tool presented.
([ce13aef](ce13aefa42))
- Offload sync python tool calls to a thread when used from async
context.
([f2a0782](f2a0782726))
- Only show warning log for non-text or multi-candidate fields when
response.text is accessed directly
([bf82505](bf82505c58))

</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: Twisha Bansal <58483338+twishabansal@users.noreply.github.com>
Co-authored-by: Harsh Jha <83023263+rapid-killer-9@users.noreply.github.com>
2025-11-21 09:08:11 +00:00
Mend Renovate
60470c32dd chore(deps): update dependency toolbox-core to v0.5.3 (#1977)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
|
[toolbox-core](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python)
([changelog](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/blob/main/packages/toolbox-core/CHANGELOG.md))
| `==0.5.2` -> `==0.5.3` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/toolbox-core/0.5.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/toolbox-core/0.5.2/0.5.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

<details>
<summary>googleapis/mcp-toolbox-sdk-python (toolbox-core)</summary>

###
[`v0.5.3`](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/releases/tag/toolbox-core-v0.5.3):
toolbox-core: v0.5.3

[Compare
Source](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/compare/toolbox-core-v0.5.2...toolbox-core-v0.5.3)

##### Miscellaneous Chores

- **ci:** Updated the toolbox server version for CI and integration
tests
([#&#8203;388](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/388)),
([#&#8203;414](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/414)),
([#&#8203;421](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/421),
[#&#8203;395](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/395)).
- **deps:** Updated dependencies: `aiohttp` to v3.13.0
([#&#8203;389](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/389)),
`google-auth` to v2.41.1
([#&#8203;383](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/383)),
`isort` to v7
([#&#8203;393](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/393)),
`pytest` to v9
([#&#8203;416](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/416)),
and other non-major Python dependencies
([#&#8203;386](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/386)),
([#&#8203;387](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/387)),
([#&#8203;427](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/427)).

</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: Harsh Jha <83023263+rapid-killer-9@users.noreply.github.com>
2025-11-21 08:49:00 +00:00
Mend Renovate
89277513f0 chore(deps): update dependency toolbox-langchain to v0.5.3 (#1978)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
|
[toolbox-langchain](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python)
([changelog](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/blob/main/packages/toolbox-langchain/CHANGELOG.md))
| `==0.5.2` -> `==0.5.3` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/toolbox-langchain/0.5.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/toolbox-langchain/0.5.2/0.5.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

<details>
<summary>googleapis/mcp-toolbox-sdk-python (toolbox-langchain)</summary>

###
[`v0.5.3`](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/releases/tag/toolbox-core-v0.5.3):
toolbox-core: v0.5.3

[Compare
Source](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/compare/toolbox-langchain-v0.5.2...toolbox-langchain-v0.5.3)

##### Miscellaneous Chores

- **ci:** Updated the toolbox server version for CI and integration
tests
([#&#8203;388](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/388)),
([#&#8203;414](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/414)),
([#&#8203;421](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/421),
[#&#8203;395](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/395)).
- **deps:** Updated dependencies: `aiohttp` to v3.13.0
([#&#8203;389](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/389)),
`google-auth` to v2.41.1
([#&#8203;383](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/383)),
`isort` to v7
([#&#8203;393](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/393)),
`pytest` to v9
([#&#8203;416](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/416)),
and other non-major Python dependencies
([#&#8203;386](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/386)),
([#&#8203;387](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/387)),
([#&#8203;427](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/427)).

</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: Harsh Jha <83023263+rapid-killer-9@users.noreply.github.com>
Co-authored-by: Twisha Bansal <58483338+twishabansal@users.noreply.github.com>
2025-11-21 14:01:00 +05:30
Mend Renovate
ee10723480 chore(deps): update dependency toolbox-llamaindex to v0.5.3 (#1979)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
|
[toolbox-llamaindex](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python)
([changelog](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/blob/main/packages/toolbox-llamaindex/CHANGELOG.md))
| `==0.5.2` -> `==0.5.3` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/toolbox-llamaindex/0.5.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/toolbox-llamaindex/0.5.2/0.5.3?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

### Release Notes

<details>
<summary>googleapis/mcp-toolbox-sdk-python
(toolbox-llamaindex)</summary>

###
[`v0.5.3`](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/releases/tag/toolbox-core-v0.5.3):
toolbox-core: v0.5.3

[Compare
Source](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/compare/toolbox-llamaindex-v0.5.2...toolbox-llamaindex-v0.5.3)

##### Miscellaneous Chores

- **ci:** Updated the toolbox server version for CI and integration
tests
([#&#8203;388](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/388)),
([#&#8203;414](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/414)),
([#&#8203;421](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/421),
[#&#8203;395](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/395)).
- **deps:** Updated dependencies: `aiohttp` to v3.13.0
([#&#8203;389](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/389)),
`google-auth` to v2.41.1
([#&#8203;383](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/383)),
`isort` to v7
([#&#8203;393](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/393)),
`pytest` to v9
([#&#8203;416](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/416)),
and other non-major Python dependencies
([#&#8203;386](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/386)),
([#&#8203;387](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/387)),
([#&#8203;427](https://redirect.github.com/googleapis/mcp-toolbox-sdk-python/issues/427)).

</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: Harsh Jha <83023263+rapid-killer-9@users.noreply.github.com>
Co-authored-by: Twisha Bansal <58483338+twishabansal@users.noreply.github.com>
2025-11-21 13:42:33 +05:30
Mend Renovate
eee77ba333 chore(deps): update dependency google-adk to v1.19.0 (#1998)
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))
| `==1.18.0` -> `==1.19.0` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/google-adk/1.19.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
[![confidence](https://developer.mend.io/api/mc/badges/confidence/pypi/google-adk/1.18.0/1.19.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|

---

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

---

### Release Notes

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

###
[`v1.19.0`](https://redirect.github.com/google/adk-python/blob/HEAD/CHANGELOG.md#1190-2025-11-19)

[Compare
Source](https://redirect.github.com/google/adk-python/compare/v1.18.0...v1.19.0)

##### Features

- **\[Core]**
- Add `id` and `custom_metadata` fields to `MemoryEntry`
([4dd28a3](4dd28a3970))
- Add progressive SSE streaming feature
([a5ac1d5](a5ac1d5e14))
- Add a2a\_request\_meta\_provider to RemoteAgent init
([d12468e](d12468ee5a))
- Add feature decorator for the feature registry system
([871da73](871da731f1))
- Breaking: Raise minimum Python version to 3\_10
([8402832](840283228e))
- Refactor and rename BigQuery agent analytics plugin
([6b14f88](6b14f88726))
- Pass custom\_metadata through forwarding artifact service
([c642f13](c642f13f21))
- Update save\_files\_as\_artifacts\_plugin to never keep inline data
([857de04](857de04deb))

- **\[Evals]**
- Add support for InOrder and AnyOrder match in ToolTrajectoryAvgScore
Metric
([e2d3b2d](e2d3b2d862))

- **\[Integrations]**
- Enhance BQ Plugin Schema, Error Handling, and Logging
([5ac5129](5ac5129fb0))
- Schema Enhancements with Descriptions, Partitioning, and Truncation
Indicator
([7c993b0](7c993b01d1))

- **\[Services]**
- Add file-backed artifact service
([99ca6aa](99ca6aa6e6))
- Add service factory for configurable session and artifact backends
([a12ae81](a12ae812d3))
- Add SqliteSessionService and a migration script to migrate existing DB
using DatabaseSessionService to SqliteSessionService
([e218254](e218254495))
- Add transcription fields to session events
([3ad30a5](3ad30a58f9))
- Full async implementation of DatabaseSessionService
([7495941](74959414d8))

- **\[Models]**
- Add experimental feature to use `parameters_json_schema` and
`response_json_schema` for McpTool
([1dd97f5](1dd97f5b45))
- Add support for parsing inline JSON tool calls in LiteLLM responses
([22eb7e5](22eb7e5b06))
- Expose artifact URLs to the model when available
([e3caf79](e3caf79139))

- **\[Tools]**
- Add BigQuery related label handling
([ffbab4c](ffbab4cf4e))
- Allow setting max\_billed\_bytes in BigQuery tools config
([ffbb0b3](ffbb0b37e1))
- Propagate `application_name` set for the BigQuery Tools as BigQuery
job labels
([f13a11e](f13a11e1dc))
- Set per-tool user agent in BQ calls and tool label in BQ jobs
([c0be1df](c0be1df052))

- **\[Observability]**
- Migrate BigQuery logging to Storage Write API
([a2ce34a](a2ce34a0b9))

##### Bug Fixes

- Add `jsonschema` dependency for Agent Builder config validation
([0fa7e46](0fa7e4619d))
- Add None check for `event` in `remote_a2a_agent.py`
([744f94f](744f94f0c8))
- Add vertexai initialization for code being deployed to AgentEngine
([b8e4aed](b8e4aedfbf))
- Change LiteLLM content and tool parameter handling
([a19be12](a19be12c1f))
- Change name for builder agent
([131d39c](131d39c3db))
- Ensure event compaction completes by awaiting task
([b5f5df9](b5f5df9fa8))
- Fix deploy to cloud run on Windows
([29fea7e](29fea7ec1f))
- Fix error handling when MCP server is unreachable
([ee8106b](ee8106be77))
- Fix error when query job destination is None
([0ccc43c](0ccc43cf49))
- Fix Improve logic for checking if a MCP session is disconnected
([a754c96](a754c96d3c))
- Fix McpToolset crashing with anyio.BrokenResourceError
([8e0648d](8e0648df23))
- Fix Safely handle `FunctionDeclaration` without a `required` attribute
([93aad61](93aad61198))
- Fix status code in error message in RestApiTool
([9b75456](9b754564b3))
- Fix Use `async for` to loop through event iterator to get all events
in vertex\_ai\_session\_service
([9211f4c](9211f4ce8c))
- Fix: Fixes DeprecationWarning when using send method
([2882995](2882995289))
- Improve logic for checking if a MCP session is disconnected
([a48a1a9](a48a1a9e88))
- Improve handling of partial and complete transcriptions in live calls
([1819ecb](1819ecb4b8))
- Keep vertex session event after the session update time
([0ec0195](0ec01956e8))
- Let part converters also return multiple parts so they can support
more usecases
([824ab07](824ab07212))
- Load agent/app before creating session
([236f562](236f562cd2))
- Remove app name from FileArtifactService directory structure
([12db84f](12db84f5cd))
- Remove hardcoded `google-cloud-aiplatform` version in agent engine
requirements
([e15e19d](e15e19da05))
- Stop updating write mode in the global settings during tool execution
([5adbf95](5adbf95a0a))
- Update description for `load_artifacts` tool
([c485889](c4858896ff))

##### Improvements

- Add BigQuery related label handling
([ffbab4c](ffbab4cf4e))
- Add demo for rewind
([8eb1bdb](8eb1bdbc58))
- Add debug logging for live connection
([5d5708b](5d5708b2ab))
- Add debug logging for missing function call events
([f3d6fcf](f3d6fcf444))
- Add default retry options as fall back to llm\_request that are made
during evals
([696852a](696852a280))
- Add plugin for returning GenAI Parts from tools into the model request
([116b26c](116b26c33e))
- Add support for abstract types in AFC
([2efc184](2efc184a46))
- Add support for structured output schemas in LiteLLM models
([7ea4aed](7ea4aed35b))
- Add tests for `max_query_result_rows` in BigQuery tool config
([fd33610](fd33610e96))
- Add type hints in `cleanup_unused_files.py`
([2dea573](2dea5733b7))
- Add util to build our llms.txt and llms-full.txt files
- ADK changes
([f1f4467](f1f44675e4))
- Defer import of `google.cloud.storage` in `GCSArtifactService`
([999af55](999af55880))
- Defer import of `live`, `Client` and `_transformers` in `google.genai`
([22c6dbe](22c6dbe83c))
- Enhance the messaging with possible fixes for RESOURCE\_EXHAUSTED
errors from Gemini
([b2c45f8](b2c45f8d91))
- Improve gepa tau-bench colab for external use
([e02f177](e02f177790))
- Improve gepa voter agent demo colab
([d118479](d118479ccf))
- Lazy import DatabaseSessionService in the adk/sessions/ module
([5f05749](5f057498a2))
- Move adk\_agent\_builder\_assistant to built\_in\_agents
([b2b7f2d](b2b7f2d6aa))
- Plumb memory service from LocalEvalService to EvaluationGenerator
([dc3f60c](dc3f60cc93))
- Removes the unrealistic todo comment of visibility management
([e511eb1](e511eb1f70))
- Returns agent state regardless if ctx.is\_resumable
([d6b928b](d6b928bdf7))
- Stop logging the full content of LLM blobs
([0826755](082675546f))
- Update ADK web to match main branch
([14e3802](14e3802643))
- Update agent instructions and retry limit in
`plugin_reflect_tool_retry` sample
([01bac62](01bac62f0c))
- Update conformance test CLI to handle long-running tool calls
([dd706bd](dd706bdc45))
- Update Gemini Live model names in live bidi streaming sample
([aa77834](aa77834e2e))

</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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---

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View the [repository job
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Co-authored-by: Harsh Jha <83023263+rapid-killer-9@users.noreply.github.com>
2025-11-21 12:02:31 +05:30
Averi Kitsch
b935193bea docs: add MCP server readme docs per database (#2004)
## 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: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2025-11-20 20:08:27 -06:00
Dr. Strangelove
18017d6545 feat: support alternate accessToken header name (#1968)
## Description

This commit allows a tool to pull an alternate authorization
token from the header of the http request.

This is initially being built for the Looker integration. Looker
uses its own OAuth token. When deploying MCP Toolbox to Cloud
Run, the default token in the "Authorization" header is for
authentication with Cloud Run. An alternate token can be put into
another header by a client such as ADK or any other client that
can programatically set http headers. This token will be used
to authenticate with Looker.

If needed, other sources can use this by setting the header name
in the source config, passing it into the tool config, and returning
the header name in the Tool GetAuthTokenHeaderName() function.

## 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 #1540
2025-11-19 23:00:13 +00:00
release-please[bot]
e81dfeaff5 chore(main): release 0.21.0 (#1957)
🤖 I have created a release *beep* *boop*
---


##
[0.21.0](https://github.com/googleapis/genai-toolbox/compare/v0.20.0...v0.21.0)
(2025-11-19)


### ⚠ BREAKING CHANGES

* **tools/spanner-list-tables:** Unmarshal `object_details` json string
into map to make response have nested json
([#1894](https://github.com/googleapis/genai-toolbox/issues/1894))
([446d62a](446d62acd9))


### Features

* **tools/postgres:** Add `long_running_transactions`, `list_locks` and
`replication_stats` tools
([#1751](https://github.com/googleapis/genai-toolbox/issues/1751))
([5abad5d](5abad5d56c))


### Bug Fixes

* **tools/alloydbgetinstance:** Remove parameter duplication
([#1993](https://github.com/googleapis/genai-toolbox/issues/1993))
([0e269a1](0e269a1d12))
* **tools:** Check for query execution error for pgxpool.Pool
([#1969](https://github.com/googleapis/genai-toolbox/issues/1969))
([2bff138](2bff1384a3))

---
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>
2025-11-19 13:38:09 -08:00
Mend Renovate
b8af73fa4e chore(deps): update module github.com/firebase/genkit/go to v1.2.0 (#1982)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
|
[github.com/firebase/genkit/go](https://redirect.github.com/firebase/genkit)
| `v1.1.0` -> `v1.2.0` |
[![age](https://developer.mend.io/api/mc/badges/age/go/github.com%2ffirebase%2fgenkit%2fgo/v1.2.0?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
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---

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

This PR was generated by [Mend Renovate](https://mend.io/renovate/).
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Co-authored-by: Anmol Shukla <shuklaanmol@google.com>
Co-authored-by: dishaprakash <57954147+dishaprakash@users.noreply.github.com>
2025-11-19 15:46:07 +05:30
Mend Renovate
8f13621e02 chore(deps): update module github.com/openai/openai-go to v3 (#1883)
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` -> `v3.8.1` |
[![age](https://developer.mend.io/api/mc/badges/age/go/github.com%2fopenai%2fopenai-go/v3.8.1?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>

###
[`v3.8.1`](https://redirect.github.com/openai/openai-go/releases/tag/v3.8.1)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v3.8.0...v3.8.1)

#### 3.8.1 (2025-11-04)

Full Changelog:
[v3.8.0...v3.8.1](https://redirect.github.com/openai/openai-\[go/compare/v3.8.0...v3.8.1]\(https://www.golinks.io/compare/v3.8.0...v3.8.1?trackSource=github\))

##### Bug Fixes

- **api:** fix nullability of logprobs
([b5aeb99](b5aeb999e5\)))

###
[`v3.8.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#381-2025-11-04)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v3.7.0...v3.8.0)

Full Changelog:
[v3.8.0...v3.8.1](https://redirect.github.com/openai/openai-go/compare/v3.8.0...v3.8.1)

##### Bug Fixes

- **api:** fix nullability of logprobs
([b5aeb99](b5aeb999e5))

###
[`v3.7.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#380-2025-11-03)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v3.6.1...v3.7.0)

Full Changelog:
[v3.7.0...v3.8.0](https://redirect.github.com/openai/openai-go/compare/v3.7.0...v3.8.0)

##### Features

- **api:** Realtime API token\_limits, Hybrid searching ranking options
([9495f4a](9495f4aa72))

##### Chores

- **internal:** grammar fix (it's -> its)
([879772d](879772dc88))

###
[`v3.6.1`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#361-2025-10-20)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v3.6.0...v3.6.1)

Full Changelog:
[v3.6.0...v3.6.1](https://redirect.github.com/openai/openai-go/compare/v3.6.0...v3.6.1)

##### Bug Fixes

- **api:** fix discriminator propertyName for ResponseFormatJsonSchema
([57b0505](57b0505361))

###
[`v3.6.0`](https://redirect.github.com/openai/openai-go/releases/tag/v3.6.0)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v3.5.0...v3.6.0)

#### 3.6.0 (2025-10-20)

Full Changelog:
[v3.5.0...v3.6.0](https://redirect.github.com/openai/openai-go/compare/v3.5.0...v3.6.0)

##### Features

- **api:** Add responses.input\_tokens.count
([a43f2ce](a43f2cef13))

##### Bug Fixes

- **api:** internal openapi updates
([7ad9b02](7ad9b02d1e))

###
[`v3.5.0`](https://redirect.github.com/openai/openai-go/releases/tag/v3.5.0)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v3.4.0...v3.5.0)

#### 3.5.0 (2025-10-17)

Full Changelog:
[v3.4.0...v3.5.0](https://redirect.github.com/openai/openai-go/compare/v3.4.0...v3.5.0)

##### Features

- **api:** api update
([1aa78dd](1aa78dda7a))

###
[`v3.4.0`](https://redirect.github.com/openai/openai-go/releases/tag/v3.4.0)

[Compare
Source](https://redirect.github.com/openai/openai-go/compare/v3.3.0...v3.4.0)

#### 3.4.0 (2025-10-16)

Full Changelog:
[v3.3.0...v3.4.0](https://redirect.github.com/openai/openai-go/compare/v3.3.0...v3.4.0)

##### Features

- **api:** Add support for gpt-4o-transcribe-diarize on
audio/transcriptions endpoint
([ee32400](ee32400f70))

##### Chores

- **api:** internal updates
([74c8031](74c8031304))
- **client:** undo more naming changes
([db441bc](db441bcb7f))
- **client:** undo some naming changes
([a5aa3d6](a5aa3d6e0d))

###
[`v3.3.0`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#340-2025-10-16)

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

Full Changelog:
[v3.3.0...v3.4.0](https://redirect.github.com/openai/openai-go/compare/v3.3.0...v3.4.0)

##### Features

- **api:** Add support for gpt-4o-transcribe-diarize on
audio/transcriptions endpoint
([ee32400](ee32400f70))

##### Chores

- **api:** internal updates
([74c8031](74c8031304))
- **client:** undo more naming changes
([db441bc](db441bcb7f))
- **client:** undo some naming changes
([a5aa3d6](a5aa3d6e0d))

###
[`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)

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##### 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)

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##### 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)

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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)

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##### Features

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

###
[`v2.4.3`](https://redirect.github.com/openai/openai-go/blob/HEAD/CHANGELOG.md#250-2025-09-17)

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##### Features

- **api:** type updates for conversations, reasoning\_effort and results
for evals
([3e68a60](3e68a60d76))

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

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##### 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)

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##### Chores

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

###
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##### Chores

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

###
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##### Features

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

###
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##### 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)

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##### Features

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

###
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##### 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)

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##### 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)

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[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)

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[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)

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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)

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[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)

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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>

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Co-authored-by: dishaprakash <57954147+dishaprakash@users.noreply.github.com>
2025-11-19 15:25:48 +05:30
dependabot[bot]
e047b35e1e chore(deps): bump glob from 10.4.5 to 10.5.0 in /docs/en/getting-started/quickstart/js/langchain (#1983)
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Co-authored-by: Twisha Bansal <58483338+twishabansal@users.noreply.github.com>
2025-11-19 09:38:17 +00:00
Siddharth Ravi
5abad5d56c feat(tools/postgres): add long_running_transactions, list_locks and replication_stats tools (#1751)
Adds the following tools for Postgre
(1) long_running_transactions - reports transactions that exceed a
configured duration threshold.
(2) list_locks - lists active locks in the database, including the
associated process, lock type, relation, mode, and the query holding or
waiting on the lock.
(3) replication_stats - reports replication-related metrics for WAL
streaming replicas, including lag sizes presented in human-readable
form.

<img width="3020" height="1420" alt="image"
src="https://github.com/user-attachments/assets/e7d70063-b90c-4464-90ec-1bd810c02cac"
/>

<img width="3036" height="1374" alt="image"
src="https://github.com/user-attachments/assets/f7cf584b-ae01-455c-9c9c-acca3166a549"
/>

<img width="2682" height="868" alt="image"
src="https://github.com/user-attachments/assets/dd10646c-4521-4d8f-a111-760d6eb01249"
/>


## PR Checklist
- [Y] Make sure you reviewed

[CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [Y] 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
- [Y] Ensure the tests and linter pass
- [Y] Code coverage does not decrease (if any source code was changed)
- [Y] Appropriate docs were updated (if necessary)
- [Y] Make sure to add `!` if this involve a breaking change

🛠️ Fixes #1691 #1715

---------

Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>
2025-11-18 19:23:10 +00:00
Dr. Strangelove
eddf1a3ea2 docs: fix typo run_dashbaord (#1980)
## Description

fixed a small typo

## 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 #1944
2025-11-18 19:03:16 +00:00
Anubhav Dhawan
e1c4700428 docs: Fix rendering issue with a note in the docs (#1965)
## Description

A note related to `--disable-reload` flag was not rendering properly.
This PR fixes that by removing the incorrect indentation.

## Before
<img width="1792" height="650" alt="image"
src="https://github.com/user-attachments/assets/564fce34-893e-4aa8-9da3-1401ae69188a"
/>

## After
<img width="1808" height="532" alt="image"
src="https://github.com/user-attachments/assets/ee17973f-3191-4519-8855-6389f9567926"
/>
2025-11-18 13:03:33 +05:30
gRedHeadphone
446d62acd9 fix(tools/spanner-list-tables): unmarshal object_details json string into map to make response have nested json (#1894)
## Description

Unmarshal object_details json string into map to make response have
nested json in spannerlisttables instead of nested JSON string

## 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 #1838

---------

Co-authored-by: Averi Kitsch <akitsch@google.com>
2025-11-14 14:18:57 -08:00
Yuan Teoh
735cb760ea docs: update long lines and tables (#1952)
Update long lines and tables formatting in markdown doc files.
2025-11-14 20:25:49 +00:00
manuka rahul
c858c49fd3 chore: fix links (#1914)
Fixed broken links.

---------

Co-authored-by: Twisha Bansal <58483338+twishabansal@users.noreply.github.com>
2025-11-14 05:46:47 +00:00
release-please[bot]
5156db2621 chore(main): release 0.20.0 (#1921)
🤖 I have created a release *beep* *boop*
---


##
[0.20.0](https://github.com/googleapis/genai-toolbox/compare/v0.19.1...v0.20.0)
(2025-11-14)


### Features

* Added prompt support for toolbox
([#1798](https://github.com/googleapis/genai-toolbox/issues/1798))
([cd56ea4](cd56ea44fb))
* **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](https://github.com/googleapis/genai-toolbox/issues/1588))
([12bdd95](12bdd95459))
* **source/mysql:** Set default host and port for MySQL source
([#1922](https://github.com/googleapis/genai-toolbox/issues/1922))
([2c228ef](2c228ef4f2))
* **source/Postgresql:** Set default host and port for Postgresql source
([#1927](https://github.com/googleapis/genai-toolbox/issues/1927))
([7e6e88a](7e6e88a21f))
* **tool/looker-generate-embed-url:** Adding generate embed url tool
([#1877](https://github.com/googleapis/genai-toolbox/issues/1877))
([ef63860](ef63860559))
* **tools/postgres:** Add `list_triggers`, `database_overview` tools for
postgres
([#1912](https://github.com/googleapis/genai-toolbox/issues/1912))
([a4c9287](a4c9287aec))
* **tools/postgres:** Add list_indexes, list_sequences tools for
postgres
([#1765](https://github.com/googleapis/genai-toolbox/issues/1765))
([897c63d](897c63dcea))

---
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>
2025-11-13 17:37:01 -08:00
Ajaykumar Yadav
46b072c3f4 docs(alloydb): fix redirection link of the cgc doc for alloydb (#1936)
## Description
In the docs `Connect from you IDE > AlloyDB Admin API with MCP` 

The previous link was `pointing to wrong documentation`, corrected the
link now it will be pointing to the correct documentation for the `how
to connect you ide with alloydb-pg-admin`
- [x] removed the wrong link:
https://cloud.google.com/alloydb/docs/quickstart/create-and-connect
- [x] added the correct link:
https://cloud.google.com/alloydb/docs/connect-ide-using-mcp-toolbox

## PR Checklist
- [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)
- [ ] Make sure to add `!` if this involves a breaking change
2025-11-13 21:54:05 +00:00
Srividya Reddy
897c63dcea feat(tools): add list_indexes, list_sequences tools for postgres (#1765)
## Description

Adds the following tools for Postgres:
(1) list_indexes:  Lists available user indexes in a given database. 
(2) list_sequences: Lists all the sequences in the database ordered by
sequence name.

list_indexes:
<img width="1708" height="816" alt="Screenshot 2025-10-21 at 10 24
30 PM"
src="https://github.com/user-attachments/assets/d1888f53-6013-4beb-b0dc-b94f3d66135e"
/>

<img width="1914" height="1017" alt="Screenshot 2025-10-22 at 8 23
16 AM"
src="https://github.com/user-attachments/assets/7c185ef4-4550-4bb2-8051-0eca8f40dc7b"
/>

list_sequences:

<img width="2539" height="902" alt="Screenshot 2025-10-22 at 8 04 25 AM"
src="https://github.com/user-attachments/assets/f22cfaad-412b-4df2-99f3-ee813f538ff7"
/>

<img width="1082" height="610" alt="Screenshot 2025-10-22 at 8 06 07 AM"
src="https://github.com/user-attachments/assets/102ed3ca-33f6-409f-9ba1-363c9e15d5d3"
/>



> 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 #1738
2025-11-13 21:17:03 +00:00
Mend Renovate
57f6220b9e chore(deps): update module google.golang.org/genai to v1.35.0 (#1941)
This PR contains the following updates:

| Package | Change | Age | Confidence |
|---|---|---|---|
|
[google.golang.org/genai](https://redirect.github.com/googleapis/go-genai)
| `v1.34.0` -> `v1.35.0` |
[![age](https://developer.mend.io/api/mc/badges/age/go/google.golang.org%2fgenai/v1.35.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
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|

---

### Release Notes

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

###
[`v1.35.0`](https://redirect.github.com/googleapis/go-genai/releases/tag/v1.35.0)

[Compare
Source](https://redirect.github.com/googleapis/go-genai/compare/v1.34.0...v1.35.0)

##### Features

- Add `ToGenerationConfig` method to `GenerateContentConfig`. fixes
[#&#8203;506](https://redirect.github.com/googleapis/go-genai/issues/506)
([bd53df4](bd53df47bb))

##### Bug Fixes

- Add missing fields to the model types
([9e1b329](9e1b329097))
- Fix base\_steps parameter for recontext\_image
([4f90d03](4f90d03d57))
- Fix models.list() filter parameter
([f5859fd](f5859fd6b3))

</details>

---

### Configuration

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Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
2025-11-13 20:00:39 +00:00
Luka Fontanilla
ef63860559 feat: adding generate embed url functionality (#1877)
## Description

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

This PR adds a new tool to the Looker MCP Toolbox, that enables the user
authenticated to the Looker Source to generate authenticated embed urls
for dashboards, looks and queries. When combined with other tools that
already exist in the Looker toolbox, this enables searching existing
content and providing authenticated urls to them OR creating
authenticated urls from queries generated via Natural Language. The
embed urls will create an embed session for the user and can be opened
directly or added to an iframe `src` attribute to provide a smooth
Embedded Analytics setup.

Additionally this PR adds a new optional parameter to the Looker source
called `SessionLength` which an admin setting up the Looker source can
set to determine how long the Embed sessions last for.

## 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
- [ ] 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 #1876 https://github.com/googleapis/genai-toolbox/issues/1876

---------

Co-authored-by: Luka Fontanilla <maluka@google.com>
Co-authored-by: Dr. Strangelove <drstrangelove@google.com>
2025-11-13 19:15:39 +00:00
Srividya Reddy
a4c9287aec feat(tools/postgres): add list_triggers, database_overview tools for postgres (#1912)
## Description

Adds the following tools for Postgres:
(1) list_triggers: Lists triggers in the database. .
(2) database_overview: Fetches the current state of the PostgreSQL
server.

list_triggers:
<img width="1712" height="703" alt="Screenshot 2025-11-09 at 8 16 53 PM"
src="https://github.com/user-attachments/assets/1974e303-b559-4efc-b129-444ba97c7715"
/>

<img width="874" height="513" alt="Screenshot 2025-11-09 at 8 19 43 PM"
src="https://github.com/user-attachments/assets/59ddcd15-224b-4e9a-906d-ec2645835873"
/>

database_overview:

<img width="1521" height="683" alt="Screenshot 2025-11-09 at 8 53 03 PM"
src="https://github.com/user-attachments/assets/4ae86e74-aa78-410c-a9cc-f33ae3268fb6"
/>

<img width="850" height="241" alt="Screenshot 2025-11-09 at 8 49 53 PM"
src="https://github.com/user-attachments/assets/abae2c7a-5f3e-4433-86de-3606e3298ec5"
/>


> 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 #1738
2025-11-12 14:35:23 -08:00
Valipishetty Sathwik
7e6e88a21f feat(tool/Postgresql): Set default host and port for Postgresql source (#1927)
### Description

This pull request addresses issue #41 by implementing default connection
values for the Postgresql data source. When a user does not specify a
host or port, the connection will now automatically default to
`localhost:5432`.

---

### Detailed Changes

- **docs/en/reference/prebuilt-tools.md**
   -updated the env variables host and port to optional in the doc

- **internal/prebuiltconfigs/tools/postgres.yaml**
- Added the default values to host and port. Specifically, they are now
`host: ${POSTGRES_HOST:localhost}` and `port: ${POSTGRES_PORT:5432}`.
This allows the configuration loader to directly use `"localhost"` or
`"5432"` as a fallback if the `POSTGRES_HOST` or `POSTGRES_PORT`
environment variables are not set.

---

### 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
- [ ] Make sure to open an issue as a  
  bug/issue  
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** #41

---------

Co-authored-by: Averi Kitsch <akitsch@google.com>
2025-11-12 19:08:06 +00:00
Mend Renovate
b2ea4b7b8f chore(deps): update dependency pytest to v9.0.1 (#1938)
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)) |
`==9.0.0` -> `==9.0.1` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/pytest/9.0.1?slim=true)](https://docs.renovatebot.com/merge-confidence/)
|
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|

---

### Release Notes

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

###
[`v9.0.1`](https://redirect.github.com/pytest-dev/pytest/releases/tag/9.0.1)

[Compare
Source](https://redirect.github.com/pytest-dev/pytest/compare/9.0.0...9.0.1)

### pytest 9.0.1 (2025-11-12)

#### Bug fixes

-
[#&#8203;13895](https://redirect.github.com/pytest-dev/pytest/issues/13895):
Restore support for skipping tests via `raise unittest.SkipTest`.
-
[#&#8203;13896](https://redirect.github.com/pytest-dev/pytest/issues/13896):
The terminal progress plugin added in pytest 9.0 is now automatically
disabled when iTerm2 is detected, it generated desktop notifications
instead of the desired functionality.
-
[#&#8203;13904](https://redirect.github.com/pytest-dev/pytest/issues/13904):
Fixed the TOML type of the verbosity settings in the API reference from
number to string.
-
[#&#8203;13910](https://redirect.github.com/pytest-dev/pytest/issues/13910):
Fixed <span class="title-ref">UserWarning: Do not expect
file\_or\_dir</span> on some earlier Python 3.12 and 3.13 point
versions.

#### Packaging updates and notes for downstreams

-
[#&#8203;13933](https://redirect.github.com/pytest-dev/pytest/issues/13933):
The tox configuration has been adjusted to make sure the desired
  version string can be passed into its `package_env` through
  the `SETUPTOOLS_SCM_PRETEND_VERSION_FOR_PYTEST` environment
  variable as a part of the release process -- by `webknjaz`.

#### Contributor-facing changes

-
[#&#8203;13891](https://redirect.github.com/pytest-dev/pytest/issues/13891),
[#&#8203;13942](https://redirect.github.com/pytest-dev/pytest/issues/13942):
The CI/CD part of the release automation is now capable of
  creating GitHub Releases without having a Git checkout on
  disk -- by `bluetech` and `webknjaz`.
-
[#&#8203;13933](https://redirect.github.com/pytest-dev/pytest/issues/13933):
The tox configuration has been adjusted to make sure the desired
  version string can be passed into its `package_env` through
  the `SETUPTOOLS_SCM_PRETEND_VERSION_FOR_PYTEST` environment
  variable as a part of the release process -- by `webknjaz`.

</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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🔕 **Ignore**: Close this PR and you won't be reminded about this update
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2025-11-12 10:08:41 -08:00
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
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

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  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
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- [ ] 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 13:57:55 +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)
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  before writing your code! That way we can discuss the change, evaluate
  designs, and agree on the general idea
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- [ ] 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)
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[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
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- [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

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Automerge - At any time (no schedule defined).

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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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|

---

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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` |
[![age](https://developer.mend.io/api/mc/badges/age/pypi/pytest/9.0.0?slim=true)](https://docs.renovatebot.com/merge-confidence/)
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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
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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: 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