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98 Commits

Author SHA1 Message Date
release-please[bot]
8d0fa6783a chore(main): release 0.11.0 (#1000) 
🤖 I have created a release *beep* *boop*
---


##
[0.11.0](https://github.com/googleapis/genai-toolbox/compare/v0.10.0...v0.11.0)
(2025-08-04)


### ⚠ BREAKING CHANGES

* **tools/bigquery-sql:** Ensure invoke always returns a non-null value
([#1020](https://github.com/googleapis/genai-toolbox/issues/1020))
([9af55b6](9af55b651d))
* **tools/bigquery-execute-sql:** Update the return messages
([#1034](https://github.com/googleapis/genai-toolbox/issues/1034))
([051e686](051e686476))

### Features

* Add DuckDB source and tool
([#879](https://github.com/googleapis/genai-toolbox/pull/879))
([fd14933](fd149337e9))
* Add TiDB source and tool
([#829](https://github.com/googleapis/genai-toolbox/issues/829))
([6eaf36a](6eaf36ac85))
* Interactive web UI for Toolbox
([#1065](https://github.com/googleapis/genai-toolbox/issues/1065))
([8749b03](8749b03003))
* **tools/looker-query-url:** Add support for `looker-query-url` tool
([#1015](https://github.com/googleapis/genai-toolbox/issues/1015))
([327ddf0](327ddf0439))
* **tools/dataplex-lookup-entry:** Add support for
`dataplex-lookup-entry` tool
([#1009](https://github.com/googleapis/genai-toolbox/issues/1009))
([5fa1660](5fa1660fc8))

---
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>
 2025-08-04 19:11:17 -07:00
Averi Kitsch
ecf9d65e8a docs: update architecture diagram (#1038) 2025-08-04 22:20:25 +00:00
AlexTalreja
8749b03003 feat: interactive web UI for Toolbox (#1065) 
Introduce Toolbox UI, which can be launched with the `--ui` flag. 

This initial version of Toolbox UI allows users to test Toolbox by
inspecting tools/toolsets, modifying parameters, managing headers, and
executing API calls.
 2025-08-04 11:47:38 -07:00
Twisha Bansal
330b14e518 docs: fix method name (#1042) 2025-07-31 10:29:32 +05:30
Averi Kitsch
a279d32c57 docs: add link checker and fix broken links (#1014) 2025-07-28 14:51:18 -07:00
Yuan Teoh
90d4558a8e docs: update docs lint (#995) 2025-07-25 17:26:28 +00:00
Pranava B
8ff60ca430 feat: add homebrew installation support for toolbox (#936) 
Fixes #820 

- Added installation and upgrade support for toolbox via homebrew
-https://github.com/Homebrew/homebrew-core/pull/231149,
https://github.com/Homebrew/homebrew-core/pull/230590
- This PR updates the documentation files to include the same.

Install toolbox via homebrew with:
```
brew install mcp-toolbox
```

Start the server using the command:
```
toolbox --tools-file "tools.yaml"
```
 2025-07-25 14:17:22 +00:00
release-please[bot]
c45390e6f7 chore(main): release 0.10.0 (#886) 
🤖 I have created a release *beep* *boop*
---


##
[0.10.0](https://github.com/googleapis/genai-toolbox/compare/v0.9.0...v0.10.0)
(2025-07-25)


### Features

* Add `Map` parameters support
([#928](https://github.com/googleapis/genai-toolbox/issues/928))
([4468bc9](4468bc920b))
* Add Dataplex source and tool
([#847](https://github.com/googleapis/genai-toolbox/issues/847))
([30c16a5](30c16a559e))
* Add Looker source and tool
([#923](https://github.com/googleapis/genai-toolbox/issues/923))
([c67e01b](c67e01bcf9))
* Add support for null optional parameter
([#802](https://github.com/googleapis/genai-toolbox/issues/802))
([a817b12](a817b120ca)),
closes [#736](https://github.com/googleapis/genai-toolbox/issues/736)
* **prebuilt/alloydb-admin-config:** Add alloydb control plane as a
prebuilt config
([#937](https://github.com/googleapis/genai-toolbox/issues/937))
([0b28b72](0b28b72aa0))
* **prebuilt/mysql,prebuilt/mssql:** Add generic mysql and mssql
prebuilt tools
([#983](https://github.com/googleapis/genai-toolbox/issues/983))
([c600c30](c600c30374))
* **server/mcp:** Support MCP version 2025-06-18
([#898](https://github.com/googleapis/genai-toolbox/issues/898))
([313d3ca](313d3ca0d0))
* **sources/mssql:** Add support for encrypt connection parameter
([#874](https://github.com/googleapis/genai-toolbox/issues/874))
([14a868f](14a868f2a0))
* **sources/firestore:** Add Firestore as Source
([#786](https://github.com/googleapis/genai-toolbox/issues/786))
([2bb790e](2bb790e4f8))
* **sources/mongodb:** Add MongoDB Source
([#969](https://github.com/googleapis/genai-toolbox/issues/969))
([74dbd61](74dbd6124d))
* **tools/alloydb-wait-for-operation:** Add wait for operation tool with
exponential backoff
([#920](https://github.com/googleapis/genai-toolbox/issues/920))
([3f6ec29](3f6ec2944e))
* **tools/mongodb-aggregate:** Add MongoDB `aggregate` Tools
([#977](https://github.com/googleapis/genai-toolbox/issues/977))
([bd399bb](bd399bb0fb))
* **tools/mongodb-delete:** Add MongoDB `delete` Tools
([#974](https://github.com/googleapis/genai-toolbox/issues/974))
([78e9752](78e9752f62))
* **tools/mongodb-find:** Add MongoDB `find` Tools
([#970](https://github.com/googleapis/genai-toolbox/issues/970))
([a747475](a7474752d8))
* **tools/mongodb-insert:** Add MongoDB `insert` Tools
([#975](https://github.com/googleapis/genai-toolbox/issues/975))
([4c63f0c](4c63f0c1e4))
* **tools/mongodb-update:** Add MongoDB `update` Tools
([#972](https://github.com/googleapis/genai-toolbox/issues/972))
([dfde52c](dfde52ca9a))
* **tools/neo4j-execute-cypher:** Add neo4j-execute-cypher for Neo4j
sources ([#946](https://github.com/googleapis/genai-toolbox/issues/946))
([81d0505](81d05053b2))
* **tools/neo4j-schema:** Add neo4j-schema tool
([#978](https://github.com/googleapis/genai-toolbox/issues/978))
([be7db3d](be7db3dff2))
* **tools/wait:** Create wait for tool
([#885](https://github.com/googleapis/genai-toolbox/issues/885))
([ed5ef4c](ed5ef4caea))


### Bug Fixes

* Fix document preview pipeline for forked PRs
([#950](https://github.com/googleapis/genai-toolbox/issues/950))
([481cc60](481cc608ba))
* **prebuilt/firestore:** Mark database field as required in the
firestore prebuilt tools
([#959](https://github.com/googleapis/genai-toolbox/issues/959))
([15417d4](15417d4e0c))
* **prebuilt/cloud-sql-mssql:** Correct source reference for execute_sql
tool in cloud-sql-mssql.yaml prebuilt config
([#938](https://github.com/googleapis/genai-toolbox/issues/938))
([d16728e](d16728e5c6))
* **prebuilt/cloud-sql-mysql:** Update list_table tool
([#924](https://github.com/googleapis/genai-toolbox/issues/924))
([2083ba5](2083ba5048))
* Replace 'float' with 'number' in McpManifest
([#985](https://github.com/googleapis/genai-toolbox/issues/985))
([59e23e1](59e23e1725))
* **server/api:** Add logger to context in tool invoke handler
([#891](https://github.com/googleapis/genai-toolbox/issues/891))
([8ce311f](8ce311f256))
* **sources/looker:** Add agent tag to Looker API calls.
([#966](https://github.com/googleapis/genai-toolbox/issues/966))
([f55dd6f](f55dd6fcd0))
* **tools/bigquery-execute-sql:** Ensure invoke always returns a
non-null value
([#925](https://github.com/googleapis/genai-toolbox/issues/925))
([9a55b80](9a55b80482))
* **tools/mysqlsql:** Unmarshal json data from database during invoke
([#979](https://github.com/googleapis/genai-toolbox/issues/979))
([ccc3498](ccc3498cf0)),
closes [#840](https://github.com/googleapis/genai-toolbox/issues/840)

---
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>
 2025-07-24 17:58:37 -07:00
dishaprakash
9aa6aa079d docs: Update sample for Genkit Go using tbgenkit package (#943) 
Previously code snippets were added to the README on how to use the new
Toolbox Go Core SDK.
Recently we have released a `tbgenkit` client-side package to make
integration with Genkit Go easier.
This PR updates the code snippet to use the newer package

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
 2025-07-23 11:59:47 +05:30
Anushka Saxena
49b1562f73 docs: add llamaindex integration to js quickstart (#931) 
### Description

Enhance the [JavaScript
Quickstart](https://googleapis.github.io/genai-toolbox/getting-started/local_quickstart_js/)
by adding a new tab dedicated to integrating the MCP Toolbox with
LlamaIndex. This provides users with a direct, runnable example of how
to utilize Toolbox's capabilities within a LlamaIndex-powered LLM agent
for hotel search and booking operations.

The changes include:
- Addition of a new `LlamaIndex` tab in `docs/quickstarts/js-local.md`.
- Corresponding `hotelAgent.js` code snippet for LlamaIndex integration.

### Related Issue

This PR addresses and resolves #930.

---------

Signed-off-by: Anushka Saxena <anushka.saxena-it-2k19-05@iips.edu.in>
Co-authored-by: Twisha Bansal <58483338+twishabansal@users.noreply.github.com>
 2025-07-22 16:20:33 +05:30
dishaprakash
480d76dfff docs: add Toolbox Go SDK quickstart (#941) 
docs: Add Toolbox Go SDK Quickstart
 2025-07-22 13:51:49 +05:30
Yuan Teoh
000831c15b docs: update transport protocol in mcp instructions (#893) 
Current default transport protocol shown in docs is using `sse`.
Updating to use `Streamable HTTP`.

Fixes #876
 2025-07-16 23:36:59 +00:00
Twisha Bansal
26bdba46ca docs: add links to quickstart (#888) 2025-07-15 11:47:59 +05:30
Nick Acosta
206bea4575 docs: update MCP inspector instructions (#867) 
This pr updates the docs, specifically the quickstart working with MCP
Inspector. The tool recently included a Session Token for Authorization
that can easily be missed, this updates the guide to make it easy to
find and use this Session Token

---------

Co-authored-by: Nick Acosta <nick.acosta@getcollate.io>
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
 2025-07-14 20:11:28 +00:00
Harsh Jha
65843621c5 docs: Add JS SDK quickstart (#845) 
Co-authored-by: Anmol Shukla <shuklaanmol@google.com>
Co-authored-by: Twisha Bansal <58483338+twishabansal@users.noreply.github.com>
Co-authored-by: Twisha Bansal <twishabansal@google.com>
 2025-07-15 01:09:18 +05:30
Harsh Jha
6d27dabfb2 docs: add optional cloud setup section for Vertex AI (#790) 
Co-authored-by: Twisha Bansal <58483338+twishabansal@users.noreply.github.com>
 2025-07-14 18:38:25 +05:30
dishaprakash
f312fc01b2 docs: Add Toolbox Go SDK snippets to the docsite (#851) 
This PR adds the Go SDK code snippets to the docsite, following the same
pattern as Python and JS.

The code snippets are for:
- Core usage
- LangChain Go
- Genkit Go
- Go GenAI
- OpenAI Go
 2025-07-14 02:28:45 +05:30
release-please[bot]
2b69700c5e chore(main): release 0.9.0 (#789) 
🤖 I have created a release *beep* *boop*
---


##
[0.9.0](https://github.com/googleapis/genai-toolbox/compare/v0.8.0...v0.9.0)
(2025-07-11)


### Features

* Dynamic reloading for toolbox config
([#800](https://github.com/googleapis/genai-toolbox/issues/800))
([4c240ac](4c240ac3c9))
* **sources/mysql:** Add queryTimeout support to MySQL source
([#830](https://github.com/googleapis/genai-toolbox/issues/830))
([391cb5b](391cb5bfe8))
* **tools/bigquery:** Add optional projectID parameter to bigquery tools
([#799](https://github.com/googleapis/genai-toolbox/issues/799))
([c6ab74c](c6ab74c5da))


### Bug Fixes

* Cleanup unassigned err log
([#857](https://github.com/googleapis/genai-toolbox/issues/857))
([c081ace](c081ace46b))
* Fix docs preview deployment pipeline
([#787](https://github.com/googleapis/genai-toolbox/issues/787))
([0a93b04](0a93b0482c))
* **tools:** Nil parameter error when arrays are used
([#801](https://github.com/googleapis/genai-toolbox/issues/801))
([2bdcc08](2bdcc0841a))
* Trigger reload on additional fsnotify operations
([#854](https://github.com/googleapis/genai-toolbox/issues/854))
([aa8dbec](aa8dbec970))

---
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>
 2025-07-10 17:46:05 -07:00
AlexTalreja
4c240ac3c9 feat: dynamic reloading for toolbox config (#800) 
Allow Toolbox server to automatically update when users modify their
tool configuration file(s), instead of requiring a restart.

This feature is automatically enabled, but can be turned off with the
flag `--disable-reload`.
 2025-07-08 17:28:12 -07:00
Twisha Bansal
648eede62b docs: add introduction snippets for JS SDK (#785) 
Using nested tabs in hugo is hard and flaky. So, we're using different
heading for the multiple languages here.
 2025-07-08 00:11:49 +05:30
release-please[bot]
f13e9635ba chore(main): release 0.8.0 (#689) 
🤖 I have created a release *beep* *boop*
---


##
[0.8.0](https://github.com/googleapis/genai-toolbox/compare/v0.7.0...v0.8.0)
(2025-07-02)


### ⚠ BREAKING CHANGES

* **postgres,mssql,cloudsqlmssql:** encode source connection url for
sources ([#727](https://github.com/googleapis/genai-toolbox/issues/727))

### Features

* Add support for multiple YAML configuration files
([#760](https://github.com/googleapis/genai-toolbox/issues/760))
([40679d7](40679d700e))
* Add support for optional parameters
([#617](https://github.com/googleapis/genai-toolbox/issues/617))
([4827771](4827771b78)),
closes [#475](https://github.com/googleapis/genai-toolbox/issues/475)
* **mcp:** Support MCP version 2025-03-26
([#755](https://github.com/googleapis/genai-toolbox/issues/755))
([474df57](474df57d62))
* **sources/http:** Support disable SSL verification for HTTP Source
([#674](https://github.com/googleapis/genai-toolbox/issues/674))
([4055b0c](4055b0c356))
* **tools/bigquery:** Add templateParameters field for bigquery
([#699](https://github.com/googleapis/genai-toolbox/issues/699))
([f5f771b](f5f771b0f3))
* **tools/bigtable:** Add templateParameters field for bigtable
([#692](https://github.com/googleapis/genai-toolbox/issues/692))
([1c06771](1c067715fa))
* **tools/couchbase:** Add templateParameters field for couchbase
([#723](https://github.com/googleapis/genai-toolbox/issues/723))
([9197186](9197186b8b))
* **tools/http:** Add support for HTTP Tool pathParams
([#726](https://github.com/googleapis/genai-toolbox/issues/726))
([fd300dc](fd300dc606))
* **tools/redis:** Add Redis Source and Tool
([#519](https://github.com/googleapis/genai-toolbox/issues/519))
([f0aef29](f0aef29b0c))
* **tools/spanner:** Add templateParameters field for spanner
([#691](https://github.com/googleapis/genai-toolbox/issues/691))
([075dfa4](075dfa47e1))
* **tools/sqlitesql:** Add templateParameters field for sqlitesql
([#687](https://github.com/googleapis/genai-toolbox/issues/687))
([75e254c](75e254c0a4))
* **tools/valkey:** Add Valkey Source and Tool
([#532](https://github.com/googleapis/genai-toolbox/issues/532))
([054ec19](054ec198b9))


### Bug Fixes

* **bigquery,mssql:** Fix panic on tools with array param
([#722](https://github.com/googleapis/genai-toolbox/issues/722))
([7a6644c](7a6644cf0c))
* **postgres,mssql,cloudsqlmssql:** Encode source connection url for
sources ([#727](https://github.com/googleapis/genai-toolbox/issues/727))
([67964d9](67964d939f)),
closes [#717](https://github.com/googleapis/genai-toolbox/issues/717)
* Set default value to field's type during unmarshalling
([#774](https://github.com/googleapis/genai-toolbox/issues/774))
([fafed24](fafed24858)),
closes [#771](https://github.com/googleapis/genai-toolbox/issues/771)
* **server/mcp:** Do not listen from port for stdio
([#719](https://github.com/googleapis/genai-toolbox/issues/719))
([d51dbc7](d51dbc759b)),
closes [#711](https://github.com/googleapis/genai-toolbox/issues/711)
* **tools/mysqlexecutesql:** Handle nil panic and connection leak in
Invoke ([#757](https://github.com/googleapis/genai-toolbox/issues/757))
([7badba4](7badba42ee))
* **tools/mysqlsql:** Handle nil panic and connection leak in invoke
([#758](https://github.com/googleapis/genai-toolbox/issues/758))
([cbb4a33](cbb4a33351))

---
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 <45984206+Yuan325@users.noreply.github.com>
 2025-07-02 09:30:33 -06:00
Yuan
c7fe3c7f38 docs: fix linting in docs (#749) 
Fix long lines and table column width lints in docs.
 2025-06-25 17:03:42 +00:00
Twisha Bansal
d8e2abe2dd fix: fix adk quickstart (#741) 2025-06-24 12:04:11 +05:30
Twisha Bansal
7b3539e9ff chore: reorder quickstart (#740) 
Reorder quickstart.
Order from
`GoogleGenAI -> ADK -> Langchain -> Llamaindex`

to
`ADK -> Langchain -> Llamaindex -> GoogleGenAI`
 2025-06-24 11:55:01 +05:30
release-please[bot]
714d990c34 chore(main): release 0.7.0 (#640) 
🤖 I have created a release *beep* *boop*
---


##
[0.7.0](https://github.com/googleapis/genai-toolbox/compare/v0.6.0...v0.7.0)
(2025-06-10)


### Features

* Add templateParameters field for mssqlsql
([#671](https://github.com/googleapis/genai-toolbox/issues/671))
([b81fc6a](b81fc6aa6c))
* Add templateParameters field for mysqlsql
([#663](https://github.com/googleapis/genai-toolbox/issues/663))
([0a08d2c](0a08d2c15d))
* **metrics:** Add user agent for prebuilt tools
([#669](https://github.com/googleapis/genai-toolbox/issues/669))
([29aa0a7](29aa0a70da))
* **tools/postgressql:** Add templateParameters field
([#615](https://github.com/googleapis/genai-toolbox/issues/615))
([b763469](b76346993f))


### Bug Fixes

* Improve versionString
([#658](https://github.com/googleapis/genai-toolbox/issues/658))
([cf96f4c](cf96f4c249))
* **server/stdio:** Notifications should not return a response
([#638](https://github.com/googleapis/genai-toolbox/issues/638))
([69d047a](69d047af46))
* **tools/mysqlsql:** Handled the null value for string case in mysqlsql
tools ([#641](https://github.com/googleapis/genai-toolbox/issues/641))
([ef94648](ef94648455))
* Update path library
([#678](https://github.com/googleapis/genai-toolbox/issues/678))
([4998f82](4998f82852)),
closes [#662](https://github.com/googleapis/genai-toolbox/issues/662)

---
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>
 2025-06-09 17:15:26 -07:00
Yuan
1830702fd8 docs: update llms.txt (#652) 2025-06-04 11:45:51 -07:00
Yuan
46d7cdf4ba docs: add llms.txt file (#651) 
Generating a `/llmstxt.txt` to provide LLM-friendly content. For more
information, checkout https://llmstxt.org/.
 2025-06-04 10:01:26 -07:00
Twisha Bansal
4700dd363c docs: update to latest stable gemini models (#633) 
Update to the latest Stable gemini models. See the [latest stable models
list](https://cloud.google.com/vertex-ai/generative-ai/docs/learn/model-versions#latest-stable).

Closes https://github.com/googleapis/genai-toolbox/issues/518
 2025-06-02 10:40:52 +05:30
Averi Kitsch
5a4cc9af6b docs: highlight dev assist workflow (#625) 2025-05-29 15:47:49 -07:00
release-please[bot]
3180830403 chore(main): release 0.6.0 (#545) 
🤖 I have created a release *beep* *boop*
---


##
[0.6.0](https://github.com/googleapis/genai-toolbox/compare/v0.5.0...v0.6.0)
(2025-05-28)


### Features

* Add Execute sql tool for SQL Server(MSSQL)
([#585](https://github.com/googleapis/genai-toolbox/issues/585))
([6083a22](6083a224aa))
* Add mysql-execute-sql tool
([#577](https://github.com/googleapis/genai-toolbox/issues/577))
([8590061](8590061ae4))
* Add new BigQuery tools: execute_sql, list_datatset_ids,
list_table_ids, get_dataset_info, get_table_info
([0fd88b5](0fd88b574b))
* Add spanner-execute-sql tool
([#576](https://github.com/googleapis/genai-toolbox/issues/576))
([d65747a](d65747a2dc))
* Add support for read-only in Spanner tool
([#563](https://github.com/googleapis/genai-toolbox/issues/563))
([6512704](6512704e77))
* Adding support for the --prebuilt flag
([#604](https://github.com/googleapis/genai-toolbox/issues/604))
([a29c800](a29c80012e))
* Support MCP stdio transport protocol
([#607](https://github.com/googleapis/genai-toolbox/issues/607))
([1702ce1](1702ce1e00))


### Bug Fixes

* Explicitly set query location for BigQuery queries
([#586](https://github.com/googleapis/genai-toolbox/issues/586))
([eb52b66](eb52b66d82))
* Fix spellings in comments
([#561](https://github.com/googleapis/genai-toolbox/issues/561))
([b58bf76](b58bf76dda))
* Prevent tool calls through MCP when auth is required
([#544](https://github.com/googleapis/genai-toolbox/issues/544))
([e747b6e](e747b6e289))
* Reinitialize required slice if nil
([#571](https://github.com/googleapis/genai-toolbox/issues/571))
([04dcf47](04dcf47912)),
closes [#564](https://github.com/googleapis/genai-toolbox/issues/564)

---
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>
 2025-05-28 15:08:44 -07:00
Anubhav Dhawan
22edbea579 docs: Update docs to guide with proper lifecycle management (#606) 
Fixes
[#208](https://github.com/googleapis/mcp-toolbox-sdk-python/issues/208)
 2025-05-26 20:12:53 +05:30
Jack Wotherspoon
0c07e15c2c docs: update ADK samples to use toolbox-core (#584) 
`ToolboxTool` has been removed from `google-adk` package in
11ca528090

Instead `toolbox-core` should be used directly to remove the need for a
dependency on `toolbox-langchain` and `langchain`.

The new recommendation is to install `toolbox-core`.

```shell
pip install toolbox-core
```

And then load toolbox tools directly and pass it to the ADK agent.

```python
from google.adk.agents import Agent
# NEW IMPORT
from toolbox_core import ToolboxSyncClient

# Full control over MCP Toolbox
toolbox_client = ToolboxSyncClient("http://127.0.0.1:5000")
toolbox_tools = toolbox_client.load_toolset("my-toolset")

root_agent = Agent(
    model="gemini-2.0-flash",
    name="root_agent",
    instruction=agent_instruction,
    # Add Toolbox tools to ADK agent
    tools=toolbox_tools,
)
```
 2025-05-20 17:44:50 +00:00
AlexTalreja
e8e0125eaa docs: fix typo and import in local quickstart (#565) 2025-05-14 16:58:37 -07:00
Kurtis Van Gent
b2ff195831 chore: update diagram for couchbase (#547) 
Update diagram to include Couchbase.
 2025-05-08 15:07:24 -06:00
Twisha Bansal
8834a36445 chore: auto update toolbox version in colab quickstarts (#534) 2025-05-07 10:50:49 +05:30
release-please[bot]
9a5d76e2dc chore(main): release 0.5.0 (#484) 
🤖 I have created a release *beep* *boop*
---


##
[0.5.0](https://github.com/googleapis/genai-toolbox/compare/v0.4.0...v0.5.0)
(2025-05-06)


### Features

* Add Couchbase as Source and Tool
([#307](https://github.com/googleapis/genai-toolbox/issues/307))
([d7390b0](d7390b06b7))
* Add postgres-execute-sql tool
([#490](https://github.com/googleapis/genai-toolbox/issues/490))
([11ea7bc](11ea7bc584))


### Bug Fixes

* **deps:** Update module cloud.google.com/go/cloudsqlconn to v1.17.0
([#500](https://github.com/googleapis/genai-toolbox/issues/500))
([ad040cf](ad040cfb8b))
* **deps:** Update module cloud.google.com/go/spanner to v1.80.0
([#481](https://github.com/googleapis/genai-toolbox/issues/481))
([1e1348f](1e1348f5f0))
* **deps:** Update module google.golang.org/api to v0.231.0
([#505](https://github.com/googleapis/genai-toolbox/issues/505))
([50ec7f4](50ec7f4a06))

---
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 <45984206+Yuan325@users.noreply.github.com>
Co-authored-by: Yuan Teoh <yuanteoh@google.com>
 2025-05-06 16:32:01 -06:00
Jack Wotherspoon
652dc5c2dd docs: update colab badge link (#536) 
The "Open in Colab" badge on the getting started quickstart links to the
GitHub file and not the colab.

Updating it to properly point at
https://colab.research.google.com/github/googleapis/genai-toolbox/blob/main/docs/en/getting-started/colab_quickstart.ipynb
 2025-05-06 19:56:54 +05:30
Anubhav Dhawan
1dce40fc26 docs: Bump Toolbox version in Colab Quickstart + fix typo (#533) 2025-05-06 16:51:52 +05:30
Anubhav Dhawan
717f43420a docs: Address connection issues in local quickstart with clearer guidance (#520) 
Fix for #517 

This PR improves the Local Quickstart guide by adding troubleshooting
advice for common PostgreSQL connection issues in [step
1](https://googleapis.github.io/genai-toolbox/getting-started/local_quickstart/#step-1-set-up-your-database).

This reduces friction and improves the setup experience for users
following the local quickstart by addressing feedback in #517 regarding
difficulties in the initial database connection step.

### Problem
Users faced issues like password prompts or "role 'postgres' does not
exist" errors when trying to connect to PostgreSQL with `psql -h
127.0.0.1 -U postgres`.

### Solution
This PR adds a notice that provides solutions for common connection
errors, including guidance on using `sudo -i -u postgres` for peer
authentication.

---------

Co-authored-by: Averi Kitsch <akitsch@google.com>
 2025-05-06 11:24:59 +05:30
Jack Wotherspoon
c7189e9fcf docs: use --tools-file over deprecated --tools_file (#524) 
Updating docs to use the `--tools-file` flag over the now deprecated
`--tools_file`.

The new flag was added as of `v0.3.0` in #384 

This change reduces confusion as current usage in docs results in
following message on startup of Toolbox server:

```sh
Flag --tools_file has been deprecated, please use --tools-file instead
```

Fixes #514

---------

Co-authored-by: Yuan <45984206+Yuan325@users.noreply.github.com>
 2025-05-05 16:16:40 +00:00
Andrew Brook
91cc3e366d docs: replace 'product' with 'solution' (#522) 
To better conform to Google Cloud terminology, Toolbox should be
referred to as a "solution" rather than a "product".
 2025-05-02 17:40:32 -07:00
Andrew Brook
f629df642b docs: update MCP Toolbox description (#504) 
Minor edit to description of Toolbox to avoid some sensitivity around
production/enterprise suitability as that may imply compliance features
or guarantees which aren't suitable to an early stage product.

---------

Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>
Co-authored-by: Yuan Teoh <yuanteoh@google.com>
Co-authored-by: Yuan <45984206+Yuan325@users.noreply.github.com>
 2025-04-29 13:52:59 -07:00
Huan Chen
9ba6235106 docs: Create samples folder and add BigQuery MCP guide (#496) 
1. Create `samples` folder
2. Moved BQ samples into `samples`
3. Add BigQuery MCP guide

---------

Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>
 2025-04-28 18:16:57 -04:00
Huan Chen
7add34b544 docs: Add BigQuery quickstart colab and guide (#485) 
Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>
 2025-04-25 16:48:57 -04:00
Kurtis Van Gent
a352045116 docs: update diagram to include more supported databases (#478) 2025-04-23 14:01:14 -06:00
release-please[bot]
4ed16ccd18 chore(main): release 0.4.0 (#411) 
🤖 I have created a release *beep* *boop*
---


##
[0.4.0](https://github.com/googleapis/genai-toolbox/compare/v0.3.0...v0.4.0)
(2025-04-23)


### Features

* Add `AuthRequired` to Neo4j & Dgraph Tools
([#434](https://github.com/googleapis/genai-toolbox/issues/434))
([afbf4b2](afbf4b2dae))
* Add `AuthRequired` to tool manifest
([#433](https://github.com/googleapis/genai-toolbox/issues/433))
([d9388ad](d9388ad57e))
* Add BigQuery source and tool
([#463](https://github.com/googleapis/genai-toolbox/issues/463))
([8055aa5](8055aa519f))
* Add Bigtable source and tool
([#418](https://github.com/googleapis/genai-toolbox/issues/418))
([ae53b8e](ae53b8eeff))
* Add IAM AuthN to AlloyDB Source
([#399](https://github.com/googleapis/genai-toolbox/issues/399))
([e8ed447](e8ed447d91))
* Add IAM AuthN to Cloud SQL Sources
([#414](https://github.com/googleapis/genai-toolbox/issues/414))
([be85b82](be85b82078))
* Add toolset feature to mcp
([#425](https://github.com/googleapis/genai-toolbox/issues/425))
([e307857](e307857085)),
closes [#403](https://github.com/googleapis/genai-toolbox/issues/403)
* Add SQLite source and tool
([#438](https://github.com/googleapis/genai-toolbox/issues/438))
([fc14cbf](fc14cbfd07))
* Support env replacement for tools.yaml
([#462](https://github.com/googleapis/genai-toolbox/issues/462))
([eadb678](eadb678a7b))


### Bug Fixes

* [#419](https://github.com/googleapis/genai-toolbox/issues/419) TLS
https URL for SSE endpoint
([#420](https://github.com/googleapis/genai-toolbox/issues/420))
([0a7d3ff](0a7d3ff06b))
* **docs:** Fix link 'Edit this page'
([#454](https://github.com/googleapis/genai-toolbox/issues/454))
([969065e](969065e561)),
closes [#427](https://github.com/googleapis/genai-toolbox/issues/427)
* Update http error code from invocation
([#468](https://github.com/googleapis/genai-toolbox/issues/468))
([ff7c0ff](ff7c0ffc65)),
closes [#465](https://github.com/googleapis/genai-toolbox/issues/465)

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

---------

Co-authored-by: release-please[bot] <55107282+release-please[bot]@users.noreply.github.com>
Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>
Co-authored-by: Kurtis Van Gent <31518063+kurtisvg@users.noreply.github.com>
 2025-04-23 13:22:25 -04:00
Wenxin Du
eadb678a7b feat: Support env replacement for tool.yaml (#462) 
Environment variable replacement is needed so that users don't have to
hardcode their secrets in configuring `tools.yaml`.
Both formats `$ENV_NAME` and `${ENV_NAME}` are standard ways to declare
an environment variable.
However, some database statement placeholders that are already using the
`$ENV_NAME` format.
Therefore, we only support env var declaration using `${ENV_NAME}` to
disambiguate it from other usages.

Fixes issue: https://github.com/googleapis/genai-toolbox/issues/431
 2025-04-23 07:33:02 -04:00
Twisha Bansal
ba1d52aa04 docs: add ADK to colab quickstart (#459) 2025-04-21 14:14:59 +00:00
Twisha Bansal
2c3f00c0cd docs: better response messages for ADK agent (#460) 2025-04-21 19:41:46 +05:30
Twisha Bansal
71132d05d2 docs: add ADK in quickstart intro (#458) 2025-04-21 18:02:23 +05:30