Commit Graph

115 Commits

Author SHA1 Message Date
Harsh Jha
faa79cd3c1 Update quickstart.py 2025-08-20 18:21:11 +05:30
Harsh Jha
7dc77fec19 fix(quickstart): remove angle brackets from ToolboxSyncClient URL in Python ADK 2025-08-20 18:09:48 +05:30
Harsh Jha
061f38382e feat(python): add quickstart samples for adk, core, langchain, and llamaindex 2025-08-19 17:14:44 +05:30
Harsh Jha
64e64a0d51 Update quickstart docs and shortcodes for improved region includes 2025-08-19 16:34:13 +05:30
Anmol Shukla
b7cf0562ed Merge branch 'main' into docs/add-region-shortcode 2025-08-18 14:16:04 +05:30
release-please[bot]
d19cfc1e7e chore(main): release 0.12.0 (#1085)
🤖 I have created a release *beep* *boop*
---


##
[0.12.0](https://github.com/googleapis/genai-toolbox/compare/v0.11.0...v0.12.0)
(2025-08-14)


### Features

* **prebuiltconfig:** Introduce additional parameter to limit context in
list_tables
([#1151](https://github.com/googleapis/genai-toolbox/issues/1151))
([497d3b1](497d3b126d))
* **prebuiltconfig/alloydb-admin:** Add list cluster, instance and users
([#1126](https://github.com/googleapis/genai-toolbox/issues/1126))
([b42c139](b42c139158))
* **prebuiltconfig/alloydb-postgres:** Add tool to create user via Built
in user type or IAM
([#1130](https://github.com/googleapis/genai-toolbox/issues/1130))
([f5bcb9c](f5bcb9c755))
* **source/http:** Add User Agent to `http` invocations
([#1102](https://github.com/googleapis/genai-toolbox/issues/1102))
([6f55b78](6f55b78e96))
* **sources/postgres:** Add support for `queryParams`
([#1047](https://github.com/googleapis/genai-toolbox/issues/1047))
([7b57251](7b57251402)),
closes [#963](https://github.com/googleapis/genai-toolbox/issues/963)
* **tools/bigquery-execute-sql:** Add dry run support
([#1057](https://github.com/googleapis/genai-toolbox/issues/1057))
([1cac9b5](1cac9b5b37))
* **tools/dataplex-search-aspect-types:** Add support for
`dataplex-search-aspect-types` tool
([#1061](https://github.com/googleapis/genai-toolbox/issues/1061))
([d940187](d940187c85))
* **tools/looker:** Add `looker-make-look` tool to create Looks
([#1099](https://github.com/googleapis/genai-toolbox/issues/1099))
([61d9489](61d9489344))
* **tools/looker:** Add visualizations to `query-url` tool
([#1090](https://github.com/googleapis/genai-toolbox/issues/1090))
([5bf2758](5bf275846a))
* **tools/looker:** New Looker tools for dashboards
([#1118](https://github.com/googleapis/genai-toolbox/issues/1118))
([42be3f5](42be3f550c))
* **ui:** Add login with google button for automatic id token retrieval
([#1044](https://github.com/googleapis/genai-toolbox/issues/1044))
([d91bdfc](d91bdfcbdc))


### Bug Fixes

* Correct the capitalization of `map` manifests
([#1139](https://github.com/googleapis/genai-toolbox/issues/1139))
([0b0457c](0b0457c8e6))
* Remove unnecessary fields from `map` parameter manifests
([#1138](https://github.com/googleapis/genai-toolbox/issues/1138))
([fbe8c1a](fbe8c1a9c0))
* **tools/looker:** Add authorized invocation feature to all Looker
tools ([#1091](https://github.com/googleapis/genai-toolbox/issues/1091))
([3b1cce7](3b1cce72e7))
* Update ui info log to reflect port
([#1125](https://github.com/googleapis/genai-toolbox/issues/1125))
([6d691d5](6d691d582f))

---
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>
2025-08-14 16:41:28 -07:00
Ajaykumar Yadav
c65c11af24 docs: fix typos across docs (#1154)
got some typos while reading the docs

Co-authored-by: Averi Kitsch <akitsch@google.com>
2025-08-14 21:42:04 +00:00
Twisha Bansal
e92fed63de docs: fix genkit module installation (#1155) 2025-08-14 12:44:01 +00:00
Anmol Shukla
8309816f44 Merge branch 'main' into docs/add-region-shortcode 2025-08-14 15:12:34 +05:30
AlexTalreja
a020b7a041 docs(ui): add Toolbox UI login with google feature to docs (#1111)
Add `Login with Google` feature to Toolbox docs
2025-08-07 15:27:46 -07:00
Twisha Bansal
f6b15de8cd docs: fix js quickstart (#1104)
Use the newly recommended `@langchain/google-genai` library to use
gemini API keys.
2025-08-07 10:35:20 +00:00
release-please[bot]
a09f628b52 chore(main): release 0.11.0 (#1071)
🤖 I have created a release *beep* *boop*
---


##
[0.11.0](https://github.com/googleapis/genai-toolbox/compare/v0.11.0...v0.11.0)
(2025-08-05)


### ⚠ 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 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))
* **prebuiltconfigs/cloud-sql-postgres:** Introduce additional parameter
to limit context in list tables
([#1062](https://github.com/googleapis/genai-toolbox/issues/1062))
([c3a58e1](c3a58e1d16))
* **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))

### Bug Fixes

* **tools/bigquery,mssql,mysql,postgres,spanner,tidb:** Add query
logging to execute-sql tools
([#1069](https://github.com/googleapis/genai-toolbox/issues/1069))
([0527532]([0527532bd7))

---
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>
2025-08-05 14:00:26 -07:00
Averi Kitsch
af3d791dea chore: roll back version (#1077) 2025-08-05 16:12:31 +00:00
Harsh Jha
114a0c91d8 feat: Implement language-agnostic snippet shortcode 2025-08-05 14:39:53 +05:30
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
Harsh Jha
5f1e4b940c refactor(docs): Fix Table of Contents and optimize region include shortcode 2025-08-01 19:56:13 +05:30
Harsh Jha
e0b6d2d26b refactor(docs): Replace duplicated content with a shared shortcode 2025-07-31 18:52:46 +05:30
Harsh Jha
590bfaf4d3 feat: Add shortcode for including file regions 2025-07-31 11:31:19 +05:30
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