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feat(sources/redis): add TLS support for Redis connections#2432

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Yuan325 merged 9 commits intogoogleapis:mainfrom
yaroslav-koval:feat/redis-tls-support
Feb 19, 2026
Merged

feat(sources/redis): add TLS support for Redis connections#2432
Yuan325 merged 9 commits intogoogleapis:mainfrom
yaroslav-koval:feat/redis-tls-support

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@yaroslav-koval yaroslav-koval commented Feb 8, 2026

Summary

  • Add tlsEnabled config field to Redis source for enabling TLS on connections
  • Apply TLS config to both cluster and standalone Redis clients
  • Add test case for TLS config parsing and update docs

This is needed for cloud-managed Redis services like AWS ElastiCache (Redis OSS) that require TLS for secure connections.

Example config (tools.yaml)

sources:
  leadsforge-redis:
    kind: redis
    address:
      - ${REDIS_HOST}
    clusterEnabled: true
    tls:
      enabled: true
      insecureSkipVerify: true

Add tlsEnabled config field that enables TLS for both cluster and
standalone Redis clients.
@yaroslav-koval yaroslav-koval requested a review from a team February 8, 2026 19:23
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Summary of Changes

Hello @yaroslav-koval, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request enhances the Redis source by adding support for TLS-encrypted connections. This feature is crucial for connecting to cloud-managed Redis services, such as AWS ElastiCache, which often mandate secure communication. The changes involve updating the configuration structure, modifying client initialization to incorporate TLS settings, and ensuring proper documentation and test coverage for the new functionality.

Highlights

  • TLS Support for Redis: Introduced a new tlsEnabled configuration field for Redis sources to enable secure TLS connections.
  • Client Configuration: Applied the TLS configuration to both standalone and cluster Redis client connections.
  • Documentation and Testing: Updated the Redis source documentation to include the new tlsEnabled field and added a test case to verify its parsing.
Changelog
  • docs/en/resources/sources/redis.md
    • Added documentation for the new tlsEnabled configuration option, including its type, default value, and description.
    • Corrected minor formatting in the description field.
  • internal/sources/redis/redis.go
    • Imported the crypto/tls package to enable TLS functionality.
    • Extended the Config struct with a TLSEnabled boolean field to control TLS activation.
    • Modified the initRedisClient function to conditionally create a tls.Config instance when TLSEnabled is true.
    • Integrated the tlsConfig into the options for both redis.NewClusterClient and redis.NewClient to secure connections.
  • internal/sources/redis/redis_test.go
    • Introduced a new test case ("tls enabled") within TestParseFromYamlRedis to ensure that the tlsEnabled configuration field is correctly parsed from YAML input.
Activity
  • The author added a test case for TLS configuration parsing.
  • The author updated the documentation to reflect the new TLS feature.
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Code Review

This pull request adds TLS support for Redis connections, which is a great feature for connecting to managed Redis services securely. The implementation is clean and straightforward. I've added a couple of suggestions to make the TLS configuration more flexible and extensible for the future by using a struct instead of a simple boolean. This would allow for easily adding more TLS options later on. Overall, a good addition.

Comment thread internal/sources/redis/redis.go Outdated
Comment thread internal/sources/redis/redis.go Outdated
Use a nested `tls: { enabled: true }` YAML structure instead of the flat
`tlsEnabled: true` field for Redis TLS configuration.
@yaroslav-koval
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/gemini review

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Code Review

This pull request adds TLS support for Redis connections, which is a great feature for connecting to secure Redis instances. The implementation is straightforward and correct for the basic use case. I've made a couple of suggestions to make the TLS configuration more flexible, which would allow for more advanced use cases like connecting to a Redis instance with a self-signed certificate during development. If you decide to implement these suggestions, please remember to update the documentation and test cases accordingly.

Comment thread internal/sources/redis/redis.go Outdated
Comment thread internal/sources/redis/redis.go
Add InsecureSkipVerify field to the nested TLS configuration struct,
allowing users to skip TLS certificate verification for development
environments with self-signed certificates.
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/gemini review

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Code Review

This pull request adds TLS support for Redis connections, a valuable feature for secure communication with managed Redis services. The implementation correctly integrates TLS configuration for both standalone and cluster clients, and includes corresponding documentation and test updates. My review provides a few suggestions to fix some inconsistencies in the documentation and to enhance test coverage for the new functionality.

Comment thread docs/en/resources/sources/redis.md Outdated
Comment thread docs/en/resources/sources/redis.md Outdated
Comment thread internal/sources/redis/redis_test.go Outdated
Standardize the `type` field from "memorystore-redis" to "redis" and fix field type for `useGCPIAM` in Redis source documentation.
Refactor the nested TLS configuration for Redis into a dedicated `TlsConfig` struct to improve code clarity and maintainability.
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/gemini review

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Code Review

This pull request introduces TLS support for Redis connections, a valuable feature for securely connecting to managed Redis services. However, the current implementation's reliance on insecureSkipVerify without a secure alternative for handling custom certificates presents a medium-severity security risk, potentially encouraging insecure configurations in production environments. To enhance security and maintainability, it's recommended to implement support for custom CAs and client certificates, rename TlsConfig to TLSConfig for idiomatic Go, and add a warning in the documentation regarding the use of insecureSkipVerify.

Comment thread internal/sources/redis/redis.go
Comment thread docs/en/resources/sources/redis.md Outdated
Comment thread internal/sources/redis/redis.go Outdated
…g` and update docs

Fix incorrect struct name by renaming `TlsConfig` to `TLSConfig` in Redis source code. Update documentation to reflect changes and improve field descriptions, particularly `tls.insecureSkipVerify`.
@yaroslav-koval
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/gemini review

@yaroslav-koval
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Hi @Yuan325, I prepared the PR after Gemini reviews, it's ready from my POV. Could you review it, please?

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Hi @yaroslav-koval, thank you for your contributions!! LGTM :)

@Yuan325 Yuan325 added the tests: run Label to trigger Github Action tests. label Feb 18, 2026
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Yuan325 commented Feb 18, 2026

/gcbrun

@github-actions github-actions Bot removed the tests: run Label to trigger Github Action tests. label Feb 18, 2026
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Yuan325 commented Feb 18, 2026

/gcbrun

@Yuan325 Yuan325 added the tests: run Label to trigger Github Action tests. label Feb 18, 2026
@github-actions github-actions Bot removed tests: run Label to trigger Github Action tests. labels Feb 18, 2026
@Yuan325 Yuan325 merged commit d6af290 into googleapis:main Feb 19, 2026
18 checks passed
github-actions Bot pushed a commit that referenced this pull request Feb 19, 2026
…2432)

## Summary
- Add `tlsEnabled` config field to Redis source for enabling TLS on
connections
- Apply TLS config to both cluster and standalone Redis clients
- Add test case for TLS config parsing and update docs

This is needed for cloud-managed Redis services like AWS ElastiCache
(Redis OSS) that require TLS for secure connections.

## Example config (tools.yaml)
```yaml
sources:
  leadsforge-redis:
    kind: redis
    address:
      - ${REDIS_HOST}
    clusterEnabled: true
    tls:
      enabled: true
      insecureSkipVerify: true
```

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> d6af290
github-actions Bot pushed a commit to renovate-bot/googleapis-_-genai-toolbox that referenced this pull request Feb 19, 2026
…oogleapis#2432)

## Summary
- Add `tlsEnabled` config field to Redis source for enabling TLS on
connections
- Apply TLS config to both cluster and standalone Redis clients
- Add test case for TLS config parsing and update docs

This is needed for cloud-managed Redis services like AWS ElastiCache
(Redis OSS) that require TLS for secure connections.

## Example config (tools.yaml)
```yaml
sources:
  leadsforge-redis:
    kind: redis
    address:
      - ${REDIS_HOST}
    clusterEnabled: true
    tls:
      enabled: true
      insecureSkipVerify: true
```

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> d6af290
github-actions Bot pushed a commit to xaas-cloud/genai-toolbox that referenced this pull request Feb 19, 2026
…oogleapis#2432)

## Summary
- Add `tlsEnabled` config field to Redis source for enabling TLS on
connections
- Apply TLS config to both cluster and standalone Redis clients
- Add test case for TLS config parsing and update docs

This is needed for cloud-managed Redis services like AWS ElastiCache
(Redis OSS) that require TLS for secure connections.

## Example config (tools.yaml)
```yaml
sources:
  leadsforge-redis:
    kind: redis
    address:
      - ${REDIS_HOST}
    clusterEnabled: true
    tls:
      enabled: true
      insecureSkipVerify: true
```

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> d6af290
github-actions Bot pushed a commit to Genesis929/genai-toolbox that referenced this pull request Feb 19, 2026
…oogleapis#2432)

## Summary
- Add `tlsEnabled` config field to Redis source for enabling TLS on
connections
- Apply TLS config to both cluster and standalone Redis clients
- Add test case for TLS config parsing and update docs

This is needed for cloud-managed Redis services like AWS ElastiCache
(Redis OSS) that require TLS for secure connections.

## Example config (tools.yaml)
```yaml
sources:
  leadsforge-redis:
    kind: redis
    address:
      - ${REDIS_HOST}
    clusterEnabled: true
    tls:
      enabled: true
      insecureSkipVerify: true
```

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> d6af290
github-actions Bot pushed a commit to NirajNandre/genai-toolbox-fork that referenced this pull request Feb 19, 2026
…oogleapis#2432)

## Summary
- Add `tlsEnabled` config field to Redis source for enabling TLS on
connections
- Apply TLS config to both cluster and standalone Redis clients
- Add test case for TLS config parsing and update docs

This is needed for cloud-managed Redis services like AWS ElastiCache
(Redis OSS) that require TLS for secure connections.

## Example config (tools.yaml)
```yaml
sources:
  leadsforge-redis:
    kind: redis
    address:
      - ${REDIS_HOST}
    clusterEnabled: true
    tls:
      enabled: true
      insecureSkipVerify: true
```

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> d6af290
github-actions Bot pushed a commit to Jaleel-zhu/genai-toolbox that referenced this pull request Feb 19, 2026
…oogleapis#2432)

## Summary
- Add `tlsEnabled` config field to Redis source for enabling TLS on
connections
- Apply TLS config to both cluster and standalone Redis clients
- Add test case for TLS config parsing and update docs

This is needed for cloud-managed Redis services like AWS ElastiCache
(Redis OSS) that require TLS for secure connections.

## Example config (tools.yaml)
```yaml
sources:
  leadsforge-redis:
    kind: redis
    address:
      - ${REDIS_HOST}
    clusterEnabled: true
    tls:
      enabled: true
      insecureSkipVerify: true
```

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> d6af290
github-actions Bot pushed a commit to bhardwajRahul/genai-toolbox that referenced this pull request Feb 20, 2026
…oogleapis#2432)

## Summary
- Add `tlsEnabled` config field to Redis source for enabling TLS on
connections
- Apply TLS config to both cluster and standalone Redis clients
- Add test case for TLS config parsing and update docs

This is needed for cloud-managed Redis services like AWS ElastiCache
(Redis OSS) that require TLS for secure connections.

## Example config (tools.yaml)
```yaml
sources:
  leadsforge-redis:
    kind: redis
    address:
      - ${REDIS_HOST}
    clusterEnabled: true
    tls:
      enabled: true
      insecureSkipVerify: true
```

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> d6af290
github-actions Bot pushed a commit to CrazyForks/genai-toolbox that referenced this pull request Feb 20, 2026
…oogleapis#2432)

## Summary
- Add `tlsEnabled` config field to Redis source for enabling TLS on
connections
- Apply TLS config to both cluster and standalone Redis clients
- Add test case for TLS config parsing and update docs

This is needed for cloud-managed Redis services like AWS ElastiCache
(Redis OSS) that require TLS for secure connections.

## Example config (tools.yaml)
```yaml
sources:
  leadsforge-redis:
    kind: redis
    address:
      - ${REDIS_HOST}
    clusterEnabled: true
    tls:
      enabled: true
      insecureSkipVerify: true
```

---------

Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com> d6af290
duwenxin99 added a commit that referenced this pull request Mar 2, 2026
🤖 I have created a release *beep* *boop*
---


##
[0.28.0](v0.27.0...v0.28.0)
(2026-03-02)


### Features

* Add polling system to dynamic reloading
([#2466](#2466))
([fcaac9b](fcaac9b))
* Added basic template for sdks doc migrate
([#1961](#1961))
([87f2eaf](87f2eaf))
* **dataproc:** Add dataproc source and list/get clusters/jobs tools
([#2407](#2407))
([cc05e57](cc05e57))
* **sources/postgres:** Add configurable pgx query execution mode
([#2477](#2477))
([57b77bc](57b77bc))
* **sources/redis:** Add TLS support for Redis connections
([#2432](#2432))
([d6af290](d6af290))
* **tools/looker:** Enable Get All Lookml Tests, Run LookML Tests, and
Create View From Table tools for Looker
([#2522](#2522))
([e01139a](e01139a))
* **tools/looker:** Tools to list/create/delete directories
([#2488](#2488))
([0036d8c](0036d8c))
* **ui:** Make tool list panel resizable
([#2253](#2253))
([276cf60](276cf60))


### Bug Fixes

* **ci:** Add path for forked PR unit test runs
([#2540](#2540))
([04dd2a7](04dd2a7))
* Deflake alloydb omni
([#2431](#2431))
([62b8309](62b8309))
* **docs/adk:** Resolve dependency duplication
([#2418](#2418))
([4d44abb](4d44abb))
* **docs/langchain:** Fix core at 0.3.0 and align compatible
dependencies
([#2426](#2426))
([36edfd3](36edfd3))
* Enforce required validation for explicit null parameter values
([#2519](#2519))
([d5e9512](d5e9512))
* **oracle:** Enable DML operations and resolve incorrect array type
error ([#2323](#2323))
([72146a4](72146a4))
* **server/mcp:** Guard nil dereference in sseManager.get
([#2557](#2557))
([e534196](e534196)),
closes [#2548](#2548)
* **tests/postgres:** Implement uuid-based isolation and reliable
resource cleanup
([#2377](#2377))
([8a96fb1](8a96fb1))
* **tests/postgres:** Restore list_schemas test and implement dynamic
owner ([#2521](#2521))
([7041e79](7041e79))
* **tests:** Resolve LlamaIndex dependency conflict in JS quickstart
([#2597](#2597))
([ac11f5a](ac11f5a))

---
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>
github-actions Bot pushed a commit that referenced this pull request Mar 2, 2026
🤖 I have created a release *beep* *boop*
---

##
[0.28.0](v0.27.0...v0.28.0)
(2026-03-02)

### Features

* Add polling system to dynamic reloading
([#2466](#2466))
([fcaac9b](fcaac9b))
* Added basic template for sdks doc migrate
([#1961](#1961))
([87f2eaf](87f2eaf))
* **dataproc:** Add dataproc source and list/get clusters/jobs tools
([#2407](#2407))
([cc05e57](cc05e57))
* **sources/postgres:** Add configurable pgx query execution mode
([#2477](#2477))
([57b77bc](57b77bc))
* **sources/redis:** Add TLS support for Redis connections
([#2432](#2432))
([d6af290](d6af290))
* **tools/looker:** Enable Get All Lookml Tests, Run LookML Tests, and
Create View From Table tools for Looker
([#2522](#2522))
([e01139a](e01139a))
* **tools/looker:** Tools to list/create/delete directories
([#2488](#2488))
([0036d8c](0036d8c))
* **ui:** Make tool list panel resizable
([#2253](#2253))
([276cf60](276cf60))

### Bug Fixes

* **ci:** Add path for forked PR unit test runs
([#2540](#2540))
([04dd2a7](04dd2a7))
* Deflake alloydb omni
([#2431](#2431))
([62b8309](62b8309))
* **docs/adk:** Resolve dependency duplication
([#2418](#2418))
([4d44abb](4d44abb))
* **docs/langchain:** Fix core at 0.3.0 and align compatible
dependencies
([#2426](#2426))
([36edfd3](36edfd3))
* Enforce required validation for explicit null parameter values
([#2519](#2519))
([d5e9512](d5e9512))
* **oracle:** Enable DML operations and resolve incorrect array type
error ([#2323](#2323))
([72146a4](72146a4))
* **server/mcp:** Guard nil dereference in sseManager.get
([#2557](#2557))
([e534196](e534196)),
closes [#2548](#2548)
* **tests/postgres:** Implement uuid-based isolation and reliable
resource cleanup
([#2377](#2377))
([8a96fb1](8a96fb1))
* **tests/postgres:** Restore list_schemas test and implement dynamic
owner ([#2521](#2521))
([7041e79](7041e79))
* **tests:** Resolve LlamaIndex dependency conflict in JS quickstart
([#2597](#2597))
([ac11f5a](ac11f5a))

---
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> 81253a0
github-actions Bot pushed a commit to renovate-bot/googleapis-_-genai-toolbox that referenced this pull request Mar 3, 2026
🤖 I have created a release *beep* *boop*
---

##
[0.28.0](googleapis/mcp-toolbox@v0.27.0...v0.28.0)
(2026-03-02)

### Features

* Add polling system to dynamic reloading
([googleapis#2466](googleapis#2466))
([fcaac9b](googleapis@fcaac9b))
* Added basic template for sdks doc migrate
([googleapis#1961](googleapis#1961))
([87f2eaf](googleapis@87f2eaf))
* **dataproc:** Add dataproc source and list/get clusters/jobs tools
([googleapis#2407](googleapis#2407))
([cc05e57](googleapis@cc05e57))
* **sources/postgres:** Add configurable pgx query execution mode
([googleapis#2477](googleapis#2477))
([57b77bc](googleapis@57b77bc))
* **sources/redis:** Add TLS support for Redis connections
([googleapis#2432](googleapis#2432))
([d6af290](googleapis@d6af290))
* **tools/looker:** Enable Get All Lookml Tests, Run LookML Tests, and
Create View From Table tools for Looker
([googleapis#2522](googleapis#2522))
([e01139a](googleapis@e01139a))
* **tools/looker:** Tools to list/create/delete directories
([googleapis#2488](googleapis#2488))
([0036d8c](googleapis@0036d8c))
* **ui:** Make tool list panel resizable
([googleapis#2253](googleapis#2253))
([276cf60](googleapis@276cf60))

### Bug Fixes

* **ci:** Add path for forked PR unit test runs
([googleapis#2540](googleapis#2540))
([04dd2a7](googleapis@04dd2a7))
* Deflake alloydb omni
([googleapis#2431](googleapis#2431))
([62b8309](googleapis@62b8309))
* **docs/adk:** Resolve dependency duplication
([googleapis#2418](googleapis#2418))
([4d44abb](googleapis@4d44abb))
* **docs/langchain:** Fix core at 0.3.0 and align compatible
dependencies
([googleapis#2426](googleapis#2426))
([36edfd3](googleapis@36edfd3))
* Enforce required validation for explicit null parameter values
([googleapis#2519](googleapis#2519))
([d5e9512](googleapis@d5e9512))
* **oracle:** Enable DML operations and resolve incorrect array type
error ([googleapis#2323](googleapis#2323))
([72146a4](googleapis@72146a4))
* **server/mcp:** Guard nil dereference in sseManager.get
([googleapis#2557](googleapis#2557))
([e534196](googleapis@e534196)),
closes [googleapis#2548](googleapis#2548)
* **tests/postgres:** Implement uuid-based isolation and reliable
resource cleanup
([googleapis#2377](googleapis#2377))
([8a96fb1](googleapis@8a96fb1))
* **tests/postgres:** Restore list_schemas test and implement dynamic
owner ([googleapis#2521](googleapis#2521))
([7041e79](googleapis@7041e79))
* **tests:** Resolve LlamaIndex dependency conflict in JS quickstart
([googleapis#2597](googleapis#2597))
([ac11f5a](googleapis@ac11f5a))

---
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> 81253a0
NightStack15 added a commit to NightStack15/googleapis-_-genai-toolbox that referenced this pull request Mar 20, 2026
🤖 I have created a release *beep* *boop*
---


##
[0.28.0](googleapis/mcp-toolbox@v0.27.0...v0.28.0)
(2026-03-02)


### Features

* Add polling system to dynamic reloading
([#2466](googleapis/mcp-toolbox#2466))
([fcaac9b](googleapis/mcp-toolbox@fcaac9b))
* Added basic template for sdks doc migrate
([#1961](googleapis/mcp-toolbox#1961))
([87f2eaf](googleapis/mcp-toolbox@87f2eaf))
* **dataproc:** Add dataproc source and list/get clusters/jobs tools
([#2407](googleapis/mcp-toolbox#2407))
([cc05e57](googleapis/mcp-toolbox@cc05e57))
* **sources/postgres:** Add configurable pgx query execution mode
([#2477](googleapis/mcp-toolbox#2477))
([57b77bc](googleapis/mcp-toolbox@57b77bc))
* **sources/redis:** Add TLS support for Redis connections
([#2432](googleapis/mcp-toolbox#2432))
([d6af290](googleapis/mcp-toolbox@d6af290))
* **tools/looker:** Enable Get All Lookml Tests, Run LookML Tests, and
Create View From Table tools for Looker
([#2522](googleapis/mcp-toolbox#2522))
([e01139a](googleapis/mcp-toolbox@e01139a))
* **tools/looker:** Tools to list/create/delete directories
([#2488](googleapis/mcp-toolbox#2488))
([0036d8c](googleapis/mcp-toolbox@0036d8c))
* **ui:** Make tool list panel resizable
([#2253](googleapis/mcp-toolbox#2253))
([276cf60](googleapis/mcp-toolbox@276cf60))


### Bug Fixes

* **ci:** Add path for forked PR unit test runs
([#2540](googleapis/mcp-toolbox#2540))
([04dd2a7](googleapis/mcp-toolbox@04dd2a7))
* Deflake alloydb omni
([#2431](googleapis/mcp-toolbox#2431))
([62b8309](googleapis/mcp-toolbox@62b8309))
* **docs/adk:** Resolve dependency duplication
([#2418](googleapis/mcp-toolbox#2418))
([4d44abb](googleapis/mcp-toolbox@4d44abb))
* **docs/langchain:** Fix core at 0.3.0 and align compatible
dependencies
([#2426](googleapis/mcp-toolbox#2426))
([36edfd3](googleapis/mcp-toolbox@36edfd3))
* Enforce required validation for explicit null parameter values
([#2519](googleapis/mcp-toolbox#2519))
([d5e9512](googleapis/mcp-toolbox@d5e9512))
* **oracle:** Enable DML operations and resolve incorrect array type
error ([#2323](googleapis/mcp-toolbox#2323))
([72146a4](googleapis/mcp-toolbox@72146a4))
* **server/mcp:** Guard nil dereference in sseManager.get
([#2557](googleapis/mcp-toolbox#2557))
([e534196](googleapis/mcp-toolbox@e534196)),
closes [#2548](googleapis/mcp-toolbox#2548)
* **tests/postgres:** Implement uuid-based isolation and reliable
resource cleanup
([#2377](googleapis/mcp-toolbox#2377))
([8a96fb1](googleapis/mcp-toolbox@8a96fb1))
* **tests/postgres:** Restore list_schemas test and implement dynamic
owner ([#2521](googleapis/mcp-toolbox#2521))
([7041e79](googleapis/mcp-toolbox@7041e79))
* **tests:** Resolve LlamaIndex dependency conflict in JS quickstart
([#2597](googleapis/mcp-toolbox#2597))
([ac11f5a](googleapis/mcp-toolbox@ac11f5a))

---
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>
NirajNandre pushed a commit to NirajNandre/genai-toolbox-fork that referenced this pull request Mar 24, 2026
🤖 I have created a release *beep* *boop*
---


##
[0.28.0](googleapis/mcp-toolbox@v0.27.0...v0.28.0)
(2026-03-02)


### Features

* Add polling system to dynamic reloading
([googleapis#2466](googleapis#2466))
([fcaac9b](googleapis@fcaac9b))
* Added basic template for sdks doc migrate
([googleapis#1961](googleapis#1961))
([87f2eaf](googleapis@87f2eaf))
* **dataproc:** Add dataproc source and list/get clusters/jobs tools
([googleapis#2407](googleapis#2407))
([cc05e57](googleapis@cc05e57))
* **sources/postgres:** Add configurable pgx query execution mode
([googleapis#2477](googleapis#2477))
([57b77bc](googleapis@57b77bc))
* **sources/redis:** Add TLS support for Redis connections
([googleapis#2432](googleapis#2432))
([d6af290](googleapis@d6af290))
* **tools/looker:** Enable Get All Lookml Tests, Run LookML Tests, and
Create View From Table tools for Looker
([googleapis#2522](googleapis#2522))
([e01139a](googleapis@e01139a))
* **tools/looker:** Tools to list/create/delete directories
([googleapis#2488](googleapis#2488))
([0036d8c](googleapis@0036d8c))
* **ui:** Make tool list panel resizable
([googleapis#2253](googleapis#2253))
([276cf60](googleapis@276cf60))


### Bug Fixes

* **ci:** Add path for forked PR unit test runs
([googleapis#2540](googleapis#2540))
([04dd2a7](googleapis@04dd2a7))
* Deflake alloydb omni
([googleapis#2431](googleapis#2431))
([62b8309](googleapis@62b8309))
* **docs/adk:** Resolve dependency duplication
([googleapis#2418](googleapis#2418))
([4d44abb](googleapis@4d44abb))
* **docs/langchain:** Fix core at 0.3.0 and align compatible
dependencies
([googleapis#2426](googleapis#2426))
([36edfd3](googleapis@36edfd3))
* Enforce required validation for explicit null parameter values
([googleapis#2519](googleapis#2519))
([d5e9512](googleapis@d5e9512))
* **oracle:** Enable DML operations and resolve incorrect array type
error ([googleapis#2323](googleapis#2323))
([72146a4](googleapis@72146a4))
* **server/mcp:** Guard nil dereference in sseManager.get
([googleapis#2557](googleapis#2557))
([e534196](googleapis@e534196)),
closes [googleapis#2548](googleapis#2548)
* **tests/postgres:** Implement uuid-based isolation and reliable
resource cleanup
([googleapis#2377](googleapis#2377))
([8a96fb1](googleapis@8a96fb1))
* **tests/postgres:** Restore list_schemas test and implement dynamic
owner ([googleapis#2521](googleapis#2521))
([7041e79](googleapis@7041e79))
* **tests:** Resolve LlamaIndex dependency conflict in JS quickstart
([googleapis#2597](googleapis#2597))
([ac11f5a](googleapis@ac11f5a))

---
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>
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