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fix(looker): validate explore_references shape instead of panicking - #3531

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drstrangelooker merged 1 commit into
googleapis:mainfrom
he-yufeng:fix/looker-ca-explore-refs-validation
Jun 26, 2026
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drstrangelooker merged 1 commit into
googleapis:mainfrom
he-yufeng:fix/looker-ca-explore-refs-validation

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@he-yufeng

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What

looker-conversational-analytics parses the explore_references tool parameter with chained, unchecked type assertions:

LookmlModel: er.(map[string]any)["model"].(string),
Explore:     er.(map[string]any)["explore"].(string),

explore_references is declared as an array of free-form maps (NewMapParameter with an empty value type), so the entries a model supplies are never schema-validated. Each of these shapes panics the tool instead of returning an error the model can act on:

  • an element that isn't an object (e.g. a bare string)
  • a missing model or explore key
  • a non-string model / explore value

Models drop or mistype those fields often enough that this is reachable in normal use, and panicking inside Invoke is a poor failure mode for a hallucinated argument.

Fix

Move the parsing into a small parseExploreReferences helper that validates each element and field and returns a clear util.NewAgentError, mirroring the validation already done in datalineagesearchlineage. Behaviour for valid input is unchanged.

Tests

Added TestParseExploreReferences covering valid references, nil/empty input, and the five malformed shapes above. With the helper removed the package no longer builds (the test references it), and with the fix go test ./internal/tools/looker/lookerconversationalanalytics/ passes. go build ./..., go vet, and gofmt are clean.

The looker-conversational-analytics tool read explore_references with
chained, unchecked type assertions:

    LookmlModel: er.(map[string]any)["model"].(string),
    Explore:     er.(map[string]any)["explore"].(string),

explore_references is declared as an array of free-form maps
(NewMapParameter with an empty value type), so the entries the model
supplies are never schema-validated. A reference that is not an object,
omits "model"/"explore", or carries a non-string value, panics the tool
on the type assertion rather than returning a usable error. Models drop
or mistype those fields often enough that this is reachable in normal
operation.

Move the parsing into a small helper that checks each element and field
and returns a clear agent error, matching the validation already done in
datalineagesearchlineage. Add unit tests covering the valid, empty, and
malformed cases.

Signed-off-by: Yufeng He <40085740+he-yufeng@users.noreply.github.com>
@he-yufeng
he-yufeng requested review from a team as code owners June 25, 2026 23:53

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Code Review

This pull request introduces a new helper function parseExploreReferences to safely parse the explore_references parameter in the Looker Conversational Analytics tool. This replaces direct type assertions with proper type checking and validation to prevent potential panics from unexpected shapes. Additionally, a comprehensive suite of unit tests has been added in lookerconversationalanalytics_internal_test.go to cover valid inputs, nil inputs, and various error scenarios. There are no review comments, and I have no feedback to provide.

@drstrangelooker

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/gcbrun

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/gcbrun

@drstrangelooker
drstrangelooker merged commit b67419d into googleapis:main Jun 26, 2026
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Yuan325 added a commit that referenced this pull request Jul 1, 2026
🤖 I have created a release *beep* *boop*
---


##
[1.6.0](v1.5.0...v1.6.0)
(2026-06-30)


### Features

* Support MCP 2026 draft specs
([#3544](#3544))
([d12eaa8](d12eaa8))
* **release:** Add digital signature to Toolbox binaries
([#3528](#3528))
([3f0f0af](3f0f0af))
* **tool/cloud-storage:** Configure object operation parameters
([#3529](#3529))
([d6dc5fe](d6dc5fe))
* **tool/cloud-storage:** Support configurable parameters
([#3478](#3478))
([bc2de2a](bc2de2a))
* **tools/dataplex-list-data-products:** Add dataplex-list-data-products
tool ([#3337](#3337))
([6dd669a](6dd669a))
* **tools/dataplex-get-data-product:** Add dataplex-get-data-product
tool ([#3499](#3499))
([7ea7a09](7ea7a09))
* **tools/dataplex-list-data-assets:** Add dataplex-list-data-assets
tool ([#3500](#3500))
([182f933](182f933))
* **tools/looker:** Support complex filter_expression parameter in
queries ([#3494](#3494))
([997fb8c](997fb8c))
* **tools/looker:** Support dynamic_fields parameter in queries
([#3507](#3507))
([cd22b89](cd22b89))


### Bug Fixes

* **tools/gda:** Support mTLS and GOOGLE_API_USE_MTLS_ENDPOINT for GDA
client ([#3460](#3460))
([cc2a61e](cc2a61e))
* **tools/looker-conversational-analytics:** Validate explore_references
shape instead of panicking
([#3531](#3531))
([b67419d](b67419d))
* **tool/looker-create-view-from-table:** Correct Looker API payload
structure
([#3515](#3515))
([18c539c](18c539c))


---
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>
github-actions Bot pushed a commit that referenced this pull request Jul 1, 2026
🤖 I have created a release *beep* *boop*
---

##
[1.6.0](v1.5.0...v1.6.0)
(2026-06-30)

### Features

* Support MCP 2026 draft specs
([#3544](#3544))
([d12eaa8](d12eaa8))
* **release:** Add digital signature to Toolbox binaries
([#3528](#3528))
([3f0f0af](3f0f0af))
* **tool/cloud-storage:** Configure object operation parameters
([#3529](#3529))
([d6dc5fe](d6dc5fe))
* **tool/cloud-storage:** Support configurable parameters
([#3478](#3478))
([bc2de2a](bc2de2a))
* **tools/dataplex-list-data-products:** Add dataplex-list-data-products
tool ([#3337](#3337))
([6dd669a](6dd669a))
* **tools/dataplex-get-data-product:** Add dataplex-get-data-product
tool ([#3499](#3499))
([7ea7a09](7ea7a09))
* **tools/dataplex-list-data-assets:** Add dataplex-list-data-assets
tool ([#3500](#3500))
([182f933](182f933))
* **tools/looker:** Support complex filter_expression parameter in
queries ([#3494](#3494))
([997fb8c](997fb8c))
* **tools/looker:** Support dynamic_fields parameter in queries
([#3507](#3507))
([cd22b89](cd22b89))

### Bug Fixes

* **tools/gda:** Support mTLS and GOOGLE_API_USE_MTLS_ENDPOINT for GDA
client ([#3460](#3460))
([cc2a61e](cc2a61e))
* **tools/looker-conversational-analytics:** Validate explore_references
shape instead of panicking
([#3531](#3531))
([b67419d](b67419d))
* **tool/looker-create-view-from-table:** Correct Looker API payload
structure
([#3515](#3515))
([18c539c](18c539c))

---
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> 35c13ad
github-actions Bot pushed a commit to pepe57/genai-toolbox that referenced this pull request Jul 1, 2026
🤖 I have created a release *beep* *boop*
---

##
[1.6.0](googleapis/mcp-toolbox@v1.5.0...v1.6.0)
(2026-06-30)

### Features

* Support MCP 2026 draft specs
([googleapis#3544](googleapis#3544))
([d12eaa8](googleapis@d12eaa8))
* **release:** Add digital signature to Toolbox binaries
([googleapis#3528](googleapis#3528))
([3f0f0af](googleapis@3f0f0af))
* **tool/cloud-storage:** Configure object operation parameters
([googleapis#3529](googleapis#3529))
([d6dc5fe](googleapis@d6dc5fe))
* **tool/cloud-storage:** Support configurable parameters
([googleapis#3478](googleapis#3478))
([bc2de2a](googleapis@bc2de2a))
* **tools/dataplex-list-data-products:** Add dataplex-list-data-products
tool ([googleapis#3337](googleapis#3337))
([6dd669a](googleapis@6dd669a))
* **tools/dataplex-get-data-product:** Add dataplex-get-data-product
tool ([googleapis#3499](googleapis#3499))
([7ea7a09](googleapis@7ea7a09))
* **tools/dataplex-list-data-assets:** Add dataplex-list-data-assets
tool ([googleapis#3500](googleapis#3500))
([182f933](googleapis@182f933))
* **tools/looker:** Support complex filter_expression parameter in
queries ([googleapis#3494](googleapis#3494))
([997fb8c](googleapis@997fb8c))
* **tools/looker:** Support dynamic_fields parameter in queries
([googleapis#3507](googleapis#3507))
([cd22b89](googleapis@cd22b89))

### Bug Fixes

* **tools/gda:** Support mTLS and GOOGLE_API_USE_MTLS_ENDPOINT for GDA
client ([googleapis#3460](googleapis#3460))
([cc2a61e](googleapis@cc2a61e))
* **tools/looker-conversational-analytics:** Validate explore_references
shape instead of panicking
([googleapis#3531](googleapis#3531))
([b67419d](googleapis@b67419d))
* **tool/looker-create-view-from-table:** Correct Looker API payload
structure
([googleapis#3515](googleapis#3515))
([18c539c](googleapis@18c539c))

---
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> 35c13ad
github-actions Bot pushed a commit to rodineyw/mcp-toolbox that referenced this pull request Jul 1, 2026
🤖 I have created a release *beep* *boop*
---

##
[1.6.0](googleapis/mcp-toolbox@v1.5.0...v1.6.0)
(2026-06-30)

### Features

* Support MCP 2026 draft specs
([googleapis#3544](googleapis#3544))
([d12eaa8](googleapis@d12eaa8))
* **release:** Add digital signature to Toolbox binaries
([googleapis#3528](googleapis#3528))
([3f0f0af](googleapis@3f0f0af))
* **tool/cloud-storage:** Configure object operation parameters
([googleapis#3529](googleapis#3529))
([d6dc5fe](googleapis@d6dc5fe))
* **tool/cloud-storage:** Support configurable parameters
([googleapis#3478](googleapis#3478))
([bc2de2a](googleapis@bc2de2a))
* **tools/dataplex-list-data-products:** Add dataplex-list-data-products
tool ([googleapis#3337](googleapis#3337))
([6dd669a](googleapis@6dd669a))
* **tools/dataplex-get-data-product:** Add dataplex-get-data-product
tool ([googleapis#3499](googleapis#3499))
([7ea7a09](googleapis@7ea7a09))
* **tools/dataplex-list-data-assets:** Add dataplex-list-data-assets
tool ([googleapis#3500](googleapis#3500))
([182f933](googleapis@182f933))
* **tools/looker:** Support complex filter_expression parameter in
queries ([googleapis#3494](googleapis#3494))
([997fb8c](googleapis@997fb8c))
* **tools/looker:** Support dynamic_fields parameter in queries
([googleapis#3507](googleapis#3507))
([cd22b89](googleapis@cd22b89))

### Bug Fixes

* **tools/gda:** Support mTLS and GOOGLE_API_USE_MTLS_ENDPOINT for GDA
client ([googleapis#3460](googleapis#3460))
([cc2a61e](googleapis@cc2a61e))
* **tools/looker-conversational-analytics:** Validate explore_references
shape instead of panicking
([googleapis#3531](googleapis#3531))
([b67419d](googleapis@b67419d))
* **tool/looker-create-view-from-table:** Correct Looker API payload
structure
([googleapis#3515](googleapis#3515))
([18c539c](googleapis@18c539c))

---
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> 35c13ad
github-actions Bot pushed a commit to Jaleel-zhu/genai-toolbox that referenced this pull request Jul 1, 2026
🤖 I have created a release *beep* *boop*
---

##
[1.6.0](googleapis/mcp-toolbox@v1.5.0...v1.6.0)
(2026-06-30)

### Features

* Support MCP 2026 draft specs
([googleapis#3544](googleapis#3544))
([d12eaa8](googleapis@d12eaa8))
* **release:** Add digital signature to Toolbox binaries
([googleapis#3528](googleapis#3528))
([3f0f0af](googleapis@3f0f0af))
* **tool/cloud-storage:** Configure object operation parameters
([googleapis#3529](googleapis#3529))
([d6dc5fe](googleapis@d6dc5fe))
* **tool/cloud-storage:** Support configurable parameters
([googleapis#3478](googleapis#3478))
([bc2de2a](googleapis@bc2de2a))
* **tools/dataplex-list-data-products:** Add dataplex-list-data-products
tool ([googleapis#3337](googleapis#3337))
([6dd669a](googleapis@6dd669a))
* **tools/dataplex-get-data-product:** Add dataplex-get-data-product
tool ([googleapis#3499](googleapis#3499))
([7ea7a09](googleapis@7ea7a09))
* **tools/dataplex-list-data-assets:** Add dataplex-list-data-assets
tool ([googleapis#3500](googleapis#3500))
([182f933](googleapis@182f933))
* **tools/looker:** Support complex filter_expression parameter in
queries ([googleapis#3494](googleapis#3494))
([997fb8c](googleapis@997fb8c))
* **tools/looker:** Support dynamic_fields parameter in queries
([googleapis#3507](googleapis#3507))
([cd22b89](googleapis@cd22b89))

### Bug Fixes

* **tools/gda:** Support mTLS and GOOGLE_API_USE_MTLS_ENDPOINT for GDA
client ([googleapis#3460](googleapis#3460))
([cc2a61e](googleapis@cc2a61e))
* **tools/looker-conversational-analytics:** Validate explore_references
shape instead of panicking
([googleapis#3531](googleapis#3531))
([b67419d](googleapis@b67419d))
* **tool/looker-create-view-from-table:** Correct Looker API payload
structure
([googleapis#3515](googleapis#3515))
([18c539c](googleapis@18c539c))

---
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> 35c13ad
github-actions Bot pushed a commit to bhardwajRahul/genai-toolbox that referenced this pull request Jul 2, 2026
🤖 I have created a release *beep* *boop*
---

##
[1.6.0](googleapis/mcp-toolbox@v1.5.0...v1.6.0)
(2026-06-30)

### Features

* Support MCP 2026 draft specs
([googleapis#3544](googleapis#3544))
([d12eaa8](googleapis@d12eaa8))
* **release:** Add digital signature to Toolbox binaries
([googleapis#3528](googleapis#3528))
([3f0f0af](googleapis@3f0f0af))
* **tool/cloud-storage:** Configure object operation parameters
([googleapis#3529](googleapis#3529))
([d6dc5fe](googleapis@d6dc5fe))
* **tool/cloud-storage:** Support configurable parameters
([googleapis#3478](googleapis#3478))
([bc2de2a](googleapis@bc2de2a))
* **tools/dataplex-list-data-products:** Add dataplex-list-data-products
tool ([googleapis#3337](googleapis#3337))
([6dd669a](googleapis@6dd669a))
* **tools/dataplex-get-data-product:** Add dataplex-get-data-product
tool ([googleapis#3499](googleapis#3499))
([7ea7a09](googleapis@7ea7a09))
* **tools/dataplex-list-data-assets:** Add dataplex-list-data-assets
tool ([googleapis#3500](googleapis#3500))
([182f933](googleapis@182f933))
* **tools/looker:** Support complex filter_expression parameter in
queries ([googleapis#3494](googleapis#3494))
([997fb8c](googleapis@997fb8c))
* **tools/looker:** Support dynamic_fields parameter in queries
([googleapis#3507](googleapis#3507))
([cd22b89](googleapis@cd22b89))

### Bug Fixes

* **tools/gda:** Support mTLS and GOOGLE_API_USE_MTLS_ENDPOINT for GDA
client ([googleapis#3460](googleapis#3460))
([cc2a61e](googleapis@cc2a61e))
* **tools/looker-conversational-analytics:** Validate explore_references
shape instead of panicking
([googleapis#3531](googleapis#3531))
([b67419d](googleapis@b67419d))
* **tool/looker-create-view-from-table:** Correct Looker API payload
structure
([googleapis#3515](googleapis#3515))
([18c539c](googleapis@18c539c))

---
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> 35c13ad
github-actions Bot pushed a commit to AnmolShukla2002/genai-toolbox that referenced this pull request Jul 2, 2026
🤖 I have created a release *beep* *boop*
---

##
[1.6.0](googleapis/mcp-toolbox@v1.5.0...v1.6.0)
(2026-06-30)

### Features

* Support MCP 2026 draft specs
([googleapis#3544](googleapis#3544))
([d12eaa8](googleapis@d12eaa8))
* **release:** Add digital signature to Toolbox binaries
([googleapis#3528](googleapis#3528))
([3f0f0af](googleapis@3f0f0af))
* **tool/cloud-storage:** Configure object operation parameters
([googleapis#3529](googleapis#3529))
([d6dc5fe](googleapis@d6dc5fe))
* **tool/cloud-storage:** Support configurable parameters
([googleapis#3478](googleapis#3478))
([bc2de2a](googleapis@bc2de2a))
* **tools/dataplex-list-data-products:** Add dataplex-list-data-products
tool ([googleapis#3337](googleapis#3337))
([6dd669a](googleapis@6dd669a))
* **tools/dataplex-get-data-product:** Add dataplex-get-data-product
tool ([googleapis#3499](googleapis#3499))
([7ea7a09](googleapis@7ea7a09))
* **tools/dataplex-list-data-assets:** Add dataplex-list-data-assets
tool ([googleapis#3500](googleapis#3500))
([182f933](googleapis@182f933))
* **tools/looker:** Support complex filter_expression parameter in
queries ([googleapis#3494](googleapis#3494))
([997fb8c](googleapis@997fb8c))
* **tools/looker:** Support dynamic_fields parameter in queries
([googleapis#3507](googleapis#3507))
([cd22b89](googleapis@cd22b89))

### Bug Fixes

* **tools/gda:** Support mTLS and GOOGLE_API_USE_MTLS_ENDPOINT for GDA
client ([googleapis#3460](googleapis#3460))
([cc2a61e](googleapis@cc2a61e))
* **tools/looker-conversational-analytics:** Validate explore_references
shape instead of panicking
([googleapis#3531](googleapis#3531))
([b67419d](googleapis@b67419d))
* **tool/looker-create-view-from-table:** Correct Looker API payload
structure
([googleapis#3515](googleapis#3515))
([18c539c](googleapis@18c539c))

---
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> 35c13ad
github-actions Bot pushed a commit to dumians/genai-toolbox that referenced this pull request Jul 6, 2026
🤖 I have created a release *beep* *boop*
---

##
[1.6.0](googleapis/mcp-toolbox@v1.5.0...v1.6.0)
(2026-06-30)

### Features

* Support MCP 2026 draft specs
([googleapis#3544](googleapis#3544))
([d12eaa8](googleapis@d12eaa8))
* **release:** Add digital signature to Toolbox binaries
([googleapis#3528](googleapis#3528))
([3f0f0af](googleapis@3f0f0af))
* **tool/cloud-storage:** Configure object operation parameters
([googleapis#3529](googleapis#3529))
([d6dc5fe](googleapis@d6dc5fe))
* **tool/cloud-storage:** Support configurable parameters
([googleapis#3478](googleapis#3478))
([bc2de2a](googleapis@bc2de2a))
* **tools/dataplex-list-data-products:** Add dataplex-list-data-products
tool ([googleapis#3337](googleapis#3337))
([6dd669a](googleapis@6dd669a))
* **tools/dataplex-get-data-product:** Add dataplex-get-data-product
tool ([googleapis#3499](googleapis#3499))
([7ea7a09](googleapis@7ea7a09))
* **tools/dataplex-list-data-assets:** Add dataplex-list-data-assets
tool ([googleapis#3500](googleapis#3500))
([182f933](googleapis@182f933))
* **tools/looker:** Support complex filter_expression parameter in
queries ([googleapis#3494](googleapis#3494))
([997fb8c](googleapis@997fb8c))
* **tools/looker:** Support dynamic_fields parameter in queries
([googleapis#3507](googleapis#3507))
([cd22b89](googleapis@cd22b89))

### Bug Fixes

* **tools/gda:** Support mTLS and GOOGLE_API_USE_MTLS_ENDPOINT for GDA
client ([googleapis#3460](googleapis#3460))
([cc2a61e](googleapis@cc2a61e))
* **tools/looker-conversational-analytics:** Validate explore_references
shape instead of panicking
([googleapis#3531](googleapis#3531))
([b67419d](googleapis@b67419d))
* **tool/looker-create-view-from-table:** Correct Looker API payload
structure
([googleapis#3515](googleapis#3515))
([18c539c](googleapis@18c539c))

---
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> 35c13ad
social4hyq pushed a commit to social4hyq/homebrew-core that referenced this pull request Sep 20, 2026
mcp-toolbox 1.6.0

Created-by: HarmonybrewBot
Commit-by: HarmonybrewBot
Merged-by: HarmonybrewBot
Description: Created by `brew bump`

---

Created with `brew bump-formula-pr`.
release notes
## [1.6.0](googleapis/mcp-toolbox@v1.5.0...v1.6.0) (2026-06-30)


### Features

* Support MCP 2026 draft specs ([#3544](googleapis/mcp-toolbox#3544)) ([d12eaa8](googleapis/mcp-toolbox@d12eaa8))
* **release:** Add digital signature to Toolbox binaries ([#3528](googleapis/mcp-toolbox#3528)) ([3f0f0af](googleapis/mcp-toolbox@3f0f0af))
* **tool/cloud-storage:** Configure object operation parameters ([#3529](googleapis/mcp-toolbox#3529)) ([d6dc5fe](googleapis/mcp-toolbox@d6dc5fe))
* **tool/cloud-storage:** Support configurable parameters ([#3478](googleapis/mcp-toolbox#3478)) ([bc2de2a](googleapis/mcp-toolbox@bc2de2a))
* **tools/dataplex-list-data-products:** Add dataplex-list-data-products tool ([#3337](googleapis/mcp-toolbox#3337)) ([6dd669a](googleapis/mcp-toolbox@6dd669a))
* **tools/dataplex-get-data-product:** Add dataplex-get-data-product tool ([#3499](googleapis/mcp-toolbox#3499)) ([7ea7a09](googleapis/mcp-toolbox@7ea7a09))
* **tools/dataplex-list-data-assets:** Add dataplex-list-data-assets tool ([#3500](googleapis/mcp-toolbox#3500)) ([182f933](googleapis/mcp-toolbox@182f933))
* **tools/looker:** Support complex filter_expression parameter in queries ([#3494](googleapis/mcp-toolbox#3494)) ([997fb8c](googleapis/mcp-toolbox@997fb8c))
* **tools/looker:** Support dynamic_fields parameter in queries ([#3507](googleapis/mcp-toolbox#3507)) ([cd22b89](googleapis/mcp-toolbox@cd22b89))


### Bug Fixes

* **tools/gda:** Support mTLS and GOOGLE_API_USE_MTLS_ENDPOINT for GDA client ([#3460](googleapis/mcp-toolbox#3460)) ([cc2a61e](googleapis/mcp-toolbox@cc2a61e))
* **tools/looker-conversational-analytics:** Validate explore_references shape instead of panicking ([#3531](googleapis/mcp-toolbox#3531)) ([b67419d](googleapis/mcp-toolbox@b67419d))
* **tool/looker-create-view-from-table:** Correct Looker API payload structure ([#3515](googleapis/mcp-toolbox#3515)) ([18c539c](googleapis/mcp-toolbox@18c539c))

| **OS/Architecture**                                                                                       | **Description**                                                                                                          | **SHA256 Hash**                                                     |
| --------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------------------------ | ------------------------------------------------------------------- |
| [linux/amd64](https://storage.googleapis.com/mcp-toolbox-for-databases/v1.6.0/linux/amd64/toolbox) ([Signature](https://storage.googleapis.com/mcp-toolbox-for-databases/v1.6.0/linux/amd64/toolbox.asc)) | For **Linux** systems running on **Intel/AMD 64-bit processors**.                                                        | 0cd6fa1773926a37e55c803542f16ef621eaea38b015ec9778dfaae9f30da302    |
| [darwin/arm64](https://storage.googleapis.com/mcp-toolbox-for-databases/v1.6.0/darwin/arm64/toolbox)      | For **macOS** systems running on **Apple Silicon** (M1, M2, M3, etc.) processors.                                        | feb567fb8416504004ff99acd4661278a88d70cc137681f6535a5e54469c6594    |
| [darwin/amd64](https://storage.googleapis.com/mcp-toolbox-for-databases/v1.6.0/darwin/amd64/toolbox)      | For **macOS** systems running on **Intel processors**.                                                                   | fbb5af6b170431edb08741828a2581f9ee8548dd37c3e8222a3c2722f0007f32    |
| [windows/amd64](https://storage.googleapis.com/mcp-toolbox-for-databases/v1.6.0/windows/amd64/toolbox.exe) | For **Windows** systems running on **Intel/AMD 64-bit processors**.                                                      | 3be7e587c86dd9dbdb593a380396f399358c179ce37aed3045b4c8bf42569394    |
| [windows/arm64](https://storage.googleapis.com/mcp-toolbox-for-databases/v1.6.0/windows/arm64/toolbox.exe) | For **Windows** systems running on **ARM 64-bit processors**.                                                            | 3c6345114032a0671a5b66764673124ec4c27b5b41d1816ea15ac8afb5ca7cdc    |

View the full release notes at https://github.com/googleapis/mcp-toolbox/releases/tag/v1.6.0">https://github.com/googleapis/mcp-toolbox/releases/tag/v1.6.0.>


See merge request: Harmonybrew/homebrew-core!13304
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