feat(tools/postgressql): Add Parameter `embeddedBy` config support by duwenxin99 · Pull Request #2151 · googleapis/mcp-toolbox

duwenxin99 · 2025-12-10T21:57:31Z

Add parameter embeddedBy field to support vector embedding & semantic search.
Major change in internal/util/parameters/parameters.go

This PR only adds vector formatter for the postgressql tool. Other tools requiring vector formatting may not work with embeddedBy.

Second part of the Semantic Search support. First part: #2121

gemini-code-assist · 2025-12-10T22:00:47Z

Summary of Changes

Hello @duwenxin99, 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 significantly enhances the system's capability by introducing first-class support for parameter embedding. It lays the groundwork for vector embedding and semantic search by defining new interfaces for embedding models, providing a Gemini implementation, and integrating this functionality throughout the server's configuration and tool invocation pipeline. This allows parameters to be automatically transformed into vector embeddings using a specified model before tool execution.

Highlights

Parameter Embedding Support: Introduced a new embeddedBy field for parameters, allowing them to specify an embedding model for vectorization. This enables advanced functionalities like semantic search.
New Embedding Model Interfaces: Added EmbeddingModelConfig and EmbeddingModel interfaces to abstract the configuration and operational aspects of different embedding models.
Gemini Embedding Model Implementation: Provided a concrete implementation for the Gemini embedding model, allowing it to be configured and used for parameter embedding.
Core Infrastructure Integration: Integrated embedding model management into the server's resource manager, configuration loading, and dynamic reloading mechanisms. All tools now support the EmbedParams functionality.

Ignored Files

Ignored by pattern: go.sum (1)
- go.sum

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Code Review

This pull request introduces support for embedding parameters via an embeddedBy configuration field. The core logic is well-contained in internal/util/parameters/parameters.go, with necessary boilerplate updates across various tool implementations. I've identified a few critical issues, including unhandled errors and a potential nil pointer dereference that could lead to panics. I've provided suggestions to address these to ensure the stability and correctness of this new feature.

First part of the implementation to support semantic search in tools. Second part: #2151

…pport (googleapis#2151) Add parameter `embeddedBy` field to support vector embedding & semantic search. Major change in `internal/util/parameters/parameters.go` This PR only adds vector formatter for the postgressql tool. Other tools requiring vector formatting may not work with embeddedBy. Second part of the Semantic Search support. First part: googleapis#2121 17b70cc

First part of the implementation to support semantic search in tools. Second part: googleapis#2151 9c62f31

…oogleapis#2151) Add parameter `embeddedBy` field to support vector embedding & semantic search. Major change in `internal/util/parameters/parameters.go` This PR only adds vector formatter for the postgressql tool. Other tools requiring vector formatting may not work with embeddedBy. Second part of the Semantic Search support. First part: googleapis#2121

🤖 I have created a release *beep* *boop* --- ## [0.25.0](v0.24.0...v0.25.0) (2026-01-08) ### Features * Add `embeddingModel` support ([#2121](#2121)) ([9c62f31](9c62f31)) * Add `allowed-hosts` flag ([#2254](#2254)) ([17b41f6](17b41f6)) * Add parameter default value to manifest ([#2264](#2264)) ([9d1feca](9d1feca)) * **snowflake:** Add Snowflake Source and Tools ([#858](#858)) ([b706b5b](b706b5b)) * **prebuilt/cloud-sql-mysql:** Update CSQL MySQL prebuilt tools to use IAM ([#2202](#2202)) ([731a32e](731a32e)) * **sources/bigquery:** Make credentials scope configurable ([#2210](#2210)) ([a450600](a450600)) * **sources/trino:** Add ssl verification options and fix docs example ([#2155](#2155)) ([4a4cf1e](4a4cf1e)) * **tools/looker:** Add ability to set destination folder with `make_look` and `make_dashboard`. ([#2245](#2245)) ([eb79339](eb79339)) * **tools/postgressql:** Add tool to list store procedure ([#2156](#2156)) ([cf0fc51](cf0fc51)) * **tools/postgressql:** Add Parameter `embeddedBy` config support ([#2151](#2151)) ([17b70cc](17b70cc)) ### Bug Fixes * **server:** Add `embeddingModel` config initialization ([#2281](#2281)) ([a779975](a779975)) * **sources/cloudgda:** Add import for cloudgda source ([#2217](#2217)) ([7daa411](7daa411)) * **tools/alloydb-wait-for-operation:** Fix connection message generation ([#2228](#2228)) ([7053fbb](7053fbb)) * **tools/alloydbainl:** Only add psv when NL Config Param is defined ([#2265](#2265)) ([ef8f3b0](ef8f3b0)) * **tools/looker:** Looker client OAuth nil pointer error ([#2231](#2231)) ([268700b](268700b)) --- 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>

🤖 I have created a release *beep* *boop* --- ## [0.25.0](v0.24.0...v0.25.0) (2026-01-08) ### Features * Add `embeddingModel` support ([#2121](#2121)) ([9c62f31](9c62f31)) * Add `allowed-hosts` flag ([#2254](#2254)) ([17b41f6](17b41f6)) * Add parameter default value to manifest ([#2264](#2264)) ([9d1feca](9d1feca)) * **snowflake:** Add Snowflake Source and Tools ([#858](#858)) ([b706b5b](b706b5b)) * **prebuilt/cloud-sql-mysql:** Update CSQL MySQL prebuilt tools to use IAM ([#2202](#2202)) ([731a32e](731a32e)) * **sources/bigquery:** Make credentials scope configurable ([#2210](#2210)) ([a450600](a450600)) * **sources/trino:** Add ssl verification options and fix docs example ([#2155](#2155)) ([4a4cf1e](4a4cf1e)) * **tools/looker:** Add ability to set destination folder with `make_look` and `make_dashboard`. ([#2245](#2245)) ([eb79339](eb79339)) * **tools/postgressql:** Add tool to list store procedure ([#2156](#2156)) ([cf0fc51](cf0fc51)) * **tools/postgressql:** Add Parameter `embeddedBy` config support ([#2151](#2151)) ([17b70cc](17b70cc)) ### Bug Fixes * **server:** Add `embeddingModel` config initialization ([#2281](#2281)) ([a779975](a779975)) * **sources/cloudgda:** Add import for cloudgda source ([#2217](#2217)) ([7daa411](7daa411)) * **tools/alloydb-wait-for-operation:** Fix connection message generation ([#2228](#2228)) ([7053fbb](7053fbb)) * **tools/alloydbainl:** Only add psv when NL Config Param is defined ([#2265](#2265)) ([ef8f3b0](ef8f3b0)) * **tools/looker:** Looker client OAuth nil pointer error ([#2231](#2231)) ([268700b](268700b)) --- 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> 41b518b

🤖 I have created a release *beep* *boop* --- ## [0.25.0](googleapis/mcp-toolbox@v0.24.0...v0.25.0) (2026-01-08) ### Features * Add `embeddingModel` support ([googleapis#2121](googleapis#2121)) ([9c62f31](googleapis@9c62f31)) * Add `allowed-hosts` flag ([googleapis#2254](googleapis#2254)) ([17b41f6](googleapis@17b41f6)) * Add parameter default value to manifest ([googleapis#2264](googleapis#2264)) ([9d1feca](googleapis@9d1feca)) * **snowflake:** Add Snowflake Source and Tools ([googleapis#858](googleapis#858)) ([b706b5b](googleapis@b706b5b)) * **prebuilt/cloud-sql-mysql:** Update CSQL MySQL prebuilt tools to use IAM ([googleapis#2202](googleapis#2202)) ([731a32e](googleapis@731a32e)) * **sources/bigquery:** Make credentials scope configurable ([googleapis#2210](googleapis#2210)) ([a450600](googleapis@a450600)) * **sources/trino:** Add ssl verification options and fix docs example ([googleapis#2155](googleapis#2155)) ([4a4cf1e](googleapis@4a4cf1e)) * **tools/looker:** Add ability to set destination folder with `make_look` and `make_dashboard`. ([googleapis#2245](googleapis#2245)) ([eb79339](googleapis@eb79339)) * **tools/postgressql:** Add tool to list store procedure ([googleapis#2156](googleapis#2156)) ([cf0fc51](googleapis@cf0fc51)) * **tools/postgressql:** Add Parameter `embeddedBy` config support ([googleapis#2151](googleapis#2151)) ([17b70cc](googleapis@17b70cc)) ### Bug Fixes * **server:** Add `embeddingModel` config initialization ([googleapis#2281](googleapis#2281)) ([a779975](googleapis@a779975)) * **sources/cloudgda:** Add import for cloudgda source ([googleapis#2217](googleapis#2217)) ([7daa411](googleapis@7daa411)) * **tools/alloydb-wait-for-operation:** Fix connection message generation ([googleapis#2228](googleapis#2228)) ([7053fbb](googleapis@7053fbb)) * **tools/alloydbainl:** Only add psv when NL Config Param is defined ([googleapis#2265](googleapis#2265)) ([ef8f3b0](googleapis@ef8f3b0)) * **tools/looker:** Looker client OAuth nil pointer error ([googleapis#2231](googleapis#2231)) ([268700b](googleapis@268700b)) --- 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> 41b518b

🤖 I have created a release *beep* *boop* --- ## [0.25.0](v0.24.0...v0.25.0) (2026-01-08) ### Features * Add `embeddingModel` support ([#2121](#2121)) ([9c62f31](9c62f31)) * Add `allowed-hosts` flag ([#2254](#2254)) ([17b41f6](17b41f6)) * Add parameter default value to manifest ([#2264](#2264)) ([9d1feca](9d1feca)) * **snowflake:** Add Snowflake Source and Tools ([#858](#858)) ([b706b5b](b706b5b)) * **prebuilt/cloud-sql-mysql:** Update CSQL MySQL prebuilt tools to use IAM ([#2202](#2202)) ([731a32e](731a32e)) * **sources/bigquery:** Make credentials scope configurable ([#2210](#2210)) ([a450600](a450600)) * **sources/trino:** Add ssl verification options and fix docs example ([#2155](#2155)) ([4a4cf1e](4a4cf1e)) * **tools/looker:** Add ability to set destination folder with `make_look` and `make_dashboard`. ([#2245](#2245)) ([eb79339](eb79339)) * **tools/postgressql:** Add tool to list store procedure ([#2156](#2156)) ([cf0fc51](cf0fc51)) * **tools/postgressql:** Add Parameter `embeddedBy` config support ([#2151](#2151)) ([17b70cc](17b70cc)) ### Bug Fixes * **server:** Add `embeddingModel` config initialization ([#2281](#2281)) ([a779975](a779975)) * **sources/cloudgda:** Add import for cloudgda source ([#2217](#2217)) ([7daa411](7daa411)) * **tools/alloydb-wait-for-operation:** Fix connection message generation ([#2228](#2228)) ([7053fbb](7053fbb)) * **tools/alloydbainl:** Only add psv when NL Config Param is defined ([#2265](#2265)) ([ef8f3b0](ef8f3b0)) * **tools/looker:** Looker client OAuth nil pointer error ([#2231](#2231)) ([268700b](268700b)) --- 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>

🤖 I have created a release *beep* *boop* --- ## [0.25.0](googleapis/mcp-toolbox@v0.24.0...v0.25.0) (2026-01-08) ### Features * Add `embeddingModel` support ([googleapis#2121](googleapis#2121)) ([9c62f31](googleapis@9c62f31)) * Add `allowed-hosts` flag ([googleapis#2254](googleapis#2254)) ([17b41f6](googleapis@17b41f6)) * Add parameter default value to manifest ([googleapis#2264](googleapis#2264)) ([9d1feca](googleapis@9d1feca)) * **snowflake:** Add Snowflake Source and Tools ([googleapis#858](googleapis#858)) ([b706b5b](googleapis@b706b5b)) * **prebuilt/cloud-sql-mysql:** Update CSQL MySQL prebuilt tools to use IAM ([googleapis#2202](googleapis#2202)) ([731a32e](googleapis@731a32e)) * **sources/bigquery:** Make credentials scope configurable ([googleapis#2210](googleapis#2210)) ([a450600](googleapis@a450600)) * **sources/trino:** Add ssl verification options and fix docs example ([googleapis#2155](googleapis#2155)) ([4a4cf1e](googleapis@4a4cf1e)) * **tools/looker:** Add ability to set destination folder with `make_look` and `make_dashboard`. ([googleapis#2245](googleapis#2245)) ([eb79339](googleapis@eb79339)) * **tools/postgressql:** Add tool to list store procedure ([googleapis#2156](googleapis#2156)) ([cf0fc51](googleapis@cf0fc51)) * **tools/postgressql:** Add Parameter `embeddedBy` config support ([googleapis#2151](googleapis#2151)) ([17b70cc](googleapis@17b70cc)) ### Bug Fixes * **server:** Add `embeddingModel` config initialization ([googleapis#2281](googleapis#2281)) ([a779975](googleapis@a779975)) * **sources/cloudgda:** Add import for cloudgda source ([googleapis#2217](googleapis#2217)) ([7daa411](googleapis@7daa411)) * **tools/alloydb-wait-for-operation:** Fix connection message generation ([googleapis#2228](googleapis#2228)) ([7053fbb](googleapis@7053fbb)) * **tools/alloydbainl:** Only add psv when NL Config Param is defined ([googleapis#2265](googleapis#2265)) ([ef8f3b0](googleapis@ef8f3b0)) * **tools/looker:** Looker client OAuth nil pointer error ([googleapis#2231](googleapis#2231)) ([268700b](googleapis@268700b)) --- 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> 41b518b

First part of the implementation to support semantic search in tools. Second part: googleapis#2151

…oogleapis#2151) Add parameter `embeddedBy` field to support vector embedding & semantic search. Major change in `internal/util/parameters/parameters.go` This PR only adds vector formatter for the postgressql tool. Other tools requiring vector formatting may not work with embeddedBy. Second part of the Semantic Search support. First part: googleapis#2121

🤖 I have created a release *beep* *boop* --- ## [0.25.0](googleapis/mcp-toolbox@v0.24.0...v0.25.0) (2026-01-08) ### Features * Add `embeddingModel` support ([googleapis#2121](googleapis#2121)) ([9c62f31](googleapis@9c62f31)) * Add `allowed-hosts` flag ([googleapis#2254](googleapis#2254)) ([17b41f6](googleapis@17b41f6)) * Add parameter default value to manifest ([googleapis#2264](googleapis#2264)) ([9d1feca](googleapis@9d1feca)) * **snowflake:** Add Snowflake Source and Tools ([googleapis#858](googleapis#858)) ([b706b5b](googleapis@b706b5b)) * **prebuilt/cloud-sql-mysql:** Update CSQL MySQL prebuilt tools to use IAM ([googleapis#2202](googleapis#2202)) ([731a32e](googleapis@731a32e)) * **sources/bigquery:** Make credentials scope configurable ([googleapis#2210](googleapis#2210)) ([a450600](googleapis@a450600)) * **sources/trino:** Add ssl verification options and fix docs example ([googleapis#2155](googleapis#2155)) ([4a4cf1e](googleapis@4a4cf1e)) * **tools/looker:** Add ability to set destination folder with `make_look` and `make_dashboard`. ([googleapis#2245](googleapis#2245)) ([eb79339](googleapis@eb79339)) * **tools/postgressql:** Add tool to list store procedure ([googleapis#2156](googleapis#2156)) ([cf0fc51](googleapis@cf0fc51)) * **tools/postgressql:** Add Parameter `embeddedBy` config support ([googleapis#2151](googleapis#2151)) ([17b70cc](googleapis@17b70cc)) ### Bug Fixes * **server:** Add `embeddingModel` config initialization ([googleapis#2281](googleapis#2281)) ([a779975](googleapis@a779975)) * **sources/cloudgda:** Add import for cloudgda source ([googleapis#2217](googleapis#2217)) ([7daa411](googleapis@7daa411)) * **tools/alloydb-wait-for-operation:** Fix connection message generation ([googleapis#2228](googleapis#2228)) ([7053fbb](googleapis@7053fbb)) * **tools/alloydbainl:** Only add psv when NL Config Param is defined ([googleapis#2265](googleapis#2265)) ([ef8f3b0](googleapis@ef8f3b0)) * **tools/looker:** Looker client OAuth nil pointer error ([googleapis#2231](googleapis#2231)) ([268700b](googleapis@268700b)) --- 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>

First part of the implementation to support semantic search in tools. Second part: googleapis#2151

…oogleapis#2151) Add parameter `embeddedBy` field to support vector embedding & semantic search. Major change in `internal/util/parameters/parameters.go` This PR only adds vector formatter for the postgressql tool. Other tools requiring vector formatting may not work with embeddedBy. Second part of the Semantic Search support. First part: googleapis#2121

🤖 I have created a release *beep* *boop* --- ## [0.25.0](googleapis/mcp-toolbox@v0.24.0...v0.25.0) (2026-01-08) ### Features * Add `embeddingModel` support ([googleapis#2121](googleapis#2121)) ([9c62f31](googleapis@9c62f31)) * Add `allowed-hosts` flag ([googleapis#2254](googleapis#2254)) ([17b41f6](googleapis@17b41f6)) * Add parameter default value to manifest ([googleapis#2264](googleapis#2264)) ([9d1feca](googleapis@9d1feca)) * **snowflake:** Add Snowflake Source and Tools ([googleapis#858](googleapis#858)) ([b706b5b](googleapis@b706b5b)) * **prebuilt/cloud-sql-mysql:** Update CSQL MySQL prebuilt tools to use IAM ([googleapis#2202](googleapis#2202)) ([731a32e](googleapis@731a32e)) * **sources/bigquery:** Make credentials scope configurable ([googleapis#2210](googleapis#2210)) ([a450600](googleapis@a450600)) * **sources/trino:** Add ssl verification options and fix docs example ([googleapis#2155](googleapis#2155)) ([4a4cf1e](googleapis@4a4cf1e)) * **tools/looker:** Add ability to set destination folder with `make_look` and `make_dashboard`. ([googleapis#2245](googleapis#2245)) ([eb79339](googleapis@eb79339)) * **tools/postgressql:** Add tool to list store procedure ([googleapis#2156](googleapis#2156)) ([cf0fc51](googleapis@cf0fc51)) * **tools/postgressql:** Add Parameter `embeddedBy` config support ([googleapis#2151](googleapis#2151)) ([17b70cc](googleapis@17b70cc)) ### Bug Fixes * **server:** Add `embeddingModel` config initialization ([googleapis#2281](googleapis#2281)) ([a779975](googleapis@a779975)) * **sources/cloudgda:** Add import for cloudgda source ([googleapis#2217](googleapis#2217)) ([7daa411](googleapis@7daa411)) * **tools/alloydb-wait-for-operation:** Fix connection message generation ([googleapis#2228](googleapis#2228)) ([7053fbb](googleapis@7053fbb)) * **tools/alloydbainl:** Only add psv when NL Config Param is defined ([googleapis#2265](googleapis#2265)) ([ef8f3b0](googleapis@ef8f3b0)) * **tools/looker:** Looker client OAuth nil pointer error ([googleapis#2231](googleapis#2231)) ([268700b](googleapis@268700b)) --- 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>

🤖 I have created a release *beep* *boop* --- ## [0.25.0](googleapis/mcp-toolbox@v0.24.0...v0.25.0) (2026-01-08) ### Features * Add `embeddingModel` support ([googleapis#2121](googleapis#2121)) ([9c62f31](googleapis@9c62f31)) * Add `allowed-hosts` flag ([googleapis#2254](googleapis#2254)) ([17b41f6](googleapis@17b41f6)) * Add parameter default value to manifest ([googleapis#2264](googleapis#2264)) ([9d1feca](googleapis@9d1feca)) * **snowflake:** Add Snowflake Source and Tools ([googleapis#858](googleapis#858)) ([b706b5b](googleapis@b706b5b)) * **prebuilt/cloud-sql-mysql:** Update CSQL MySQL prebuilt tools to use IAM ([googleapis#2202](googleapis#2202)) ([731a32e](googleapis@731a32e)) * **sources/bigquery:** Make credentials scope configurable ([googleapis#2210](googleapis#2210)) ([a450600](googleapis@a450600)) * **sources/trino:** Add ssl verification options and fix docs example ([googleapis#2155](googleapis#2155)) ([4a4cf1e](googleapis@4a4cf1e)) * **tools/looker:** Add ability to set destination folder with `make_look` and `make_dashboard`. ([googleapis#2245](googleapis#2245)) ([eb79339](googleapis@eb79339)) * **tools/postgressql:** Add tool to list store procedure ([googleapis#2156](googleapis#2156)) ([cf0fc51](googleapis@cf0fc51)) * **tools/postgressql:** Add Parameter `embeddedBy` config support ([googleapis#2151](googleapis#2151)) ([17b70cc](googleapis@17b70cc)) ### Bug Fixes * **server:** Add `embeddingModel` config initialization ([googleapis#2281](googleapis#2281)) ([a779975](googleapis@a779975)) * **sources/cloudgda:** Add import for cloudgda source ([googleapis#2217](googleapis#2217)) ([7daa411](googleapis@7daa411)) * **tools/alloydb-wait-for-operation:** Fix connection message generation ([googleapis#2228](googleapis#2228)) ([7053fbb](googleapis@7053fbb)) * **tools/alloydbainl:** Only add psv when NL Config Param is defined ([googleapis#2265](googleapis#2265)) ([ef8f3b0](googleapis@ef8f3b0)) * **tools/looker:** Looker client OAuth nil pointer error ([googleapis#2231](googleapis#2231)) ([268700b](googleapis@268700b)) --- 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> 41b518b

First part of the implementation to support semantic search in tools. Second part: googleapis#2151

…oogleapis#2151) Add parameter `embeddedBy` field to support vector embedding & semantic search. Major change in `internal/util/parameters/parameters.go` This PR only adds vector formatter for the postgressql tool. Other tools requiring vector formatting may not work with embeddedBy. Second part of the Semantic Search support. First part: googleapis#2121

🤖 I have created a release *beep* *boop* --- ## [0.25.0](googleapis/mcp-toolbox@v0.24.0...v0.25.0) (2026-01-08) ### Features * Add `embeddingModel` support ([googleapis#2121](googleapis#2121)) ([9c62f31](googleapis@9c62f31)) * Add `allowed-hosts` flag ([googleapis#2254](googleapis#2254)) ([17b41f6](googleapis@17b41f6)) * Add parameter default value to manifest ([googleapis#2264](googleapis#2264)) ([9d1feca](googleapis@9d1feca)) * **snowflake:** Add Snowflake Source and Tools ([googleapis#858](googleapis#858)) ([b706b5b](googleapis@b706b5b)) * **prebuilt/cloud-sql-mysql:** Update CSQL MySQL prebuilt tools to use IAM ([googleapis#2202](googleapis#2202)) ([731a32e](googleapis@731a32e)) * **sources/bigquery:** Make credentials scope configurable ([googleapis#2210](googleapis#2210)) ([a450600](googleapis@a450600)) * **sources/trino:** Add ssl verification options and fix docs example ([googleapis#2155](googleapis#2155)) ([4a4cf1e](googleapis@4a4cf1e)) * **tools/looker:** Add ability to set destination folder with `make_look` and `make_dashboard`. ([googleapis#2245](googleapis#2245)) ([eb79339](googleapis@eb79339)) * **tools/postgressql:** Add tool to list store procedure ([googleapis#2156](googleapis#2156)) ([cf0fc51](googleapis@cf0fc51)) * **tools/postgressql:** Add Parameter `embeddedBy` config support ([googleapis#2151](googleapis#2151)) ([17b70cc](googleapis@17b70cc)) ### Bug Fixes * **server:** Add `embeddingModel` config initialization ([googleapis#2281](googleapis#2281)) ([a779975](googleapis@a779975)) * **sources/cloudgda:** Add import for cloudgda source ([googleapis#2217](googleapis#2217)) ([7daa411](googleapis@7daa411)) * **tools/alloydb-wait-for-operation:** Fix connection message generation ([googleapis#2228](googleapis#2228)) ([7053fbb](googleapis@7053fbb)) * **tools/alloydbainl:** Only add psv when NL Config Param is defined ([googleapis#2265](googleapis#2265)) ([ef8f3b0](googleapis@ef8f3b0)) * **tools/looker:** Looker client OAuth nil pointer error ([googleapis#2231](googleapis#2231)) ([268700b](googleapis@268700b)) --- 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>

First part of the implementation to support semantic search in tools. Second part: googleapis/mcp-toolbox#2151

🤖 I have created a release *beep* *boop* --- ## [0.25.0](googleapis/mcp-toolbox@v0.24.0...v0.25.0) (2026-01-08) ### Features * Add `embeddingModel` support ([#2121](googleapis/mcp-toolbox#2121)) ([9c62f31](googleapis/mcp-toolbox@9c62f31)) * Add `allowed-hosts` flag ([#2254](googleapis/mcp-toolbox#2254)) ([17b41f6](googleapis/mcp-toolbox@17b41f6)) * Add parameter default value to manifest ([#2264](googleapis/mcp-toolbox#2264)) ([9d1feca](googleapis/mcp-toolbox@9d1feca)) * **snowflake:** Add Snowflake Source and Tools ([#858](googleapis/mcp-toolbox#858)) ([b706b5b](googleapis/mcp-toolbox@b706b5b)) * **prebuilt/cloud-sql-mysql:** Update CSQL MySQL prebuilt tools to use IAM ([#2202](googleapis/mcp-toolbox#2202)) ([731a32e](googleapis/mcp-toolbox@731a32e)) * **sources/bigquery:** Make credentials scope configurable ([#2210](googleapis/mcp-toolbox#2210)) ([a450600](googleapis/mcp-toolbox@a450600)) * **sources/trino:** Add ssl verification options and fix docs example ([#2155](googleapis/mcp-toolbox#2155)) ([4a4cf1e](googleapis/mcp-toolbox@4a4cf1e)) * **tools/looker:** Add ability to set destination folder with `make_look` and `make_dashboard`. ([#2245](googleapis/mcp-toolbox#2245)) ([eb79339](googleapis/mcp-toolbox@eb79339)) * **tools/postgressql:** Add tool to list store procedure ([#2156](googleapis/mcp-toolbox#2156)) ([cf0fc51](googleapis/mcp-toolbox@cf0fc51)) * **tools/postgressql:** Add Parameter `embeddedBy` config support ([#2151](googleapis/mcp-toolbox#2151)) ([17b70cc](googleapis/mcp-toolbox@17b70cc)) ### Bug Fixes * **server:** Add `embeddingModel` config initialization ([#2281](googleapis/mcp-toolbox#2281)) ([a779975](googleapis/mcp-toolbox@a779975)) * **sources/cloudgda:** Add import for cloudgda source ([#2217](googleapis/mcp-toolbox#2217)) ([7daa411](googleapis/mcp-toolbox@7daa411)) * **tools/alloydb-wait-for-operation:** Fix connection message generation ([#2228](googleapis/mcp-toolbox#2228)) ([7053fbb](googleapis/mcp-toolbox@7053fbb)) * **tools/alloydbainl:** Only add psv when NL Config Param is defined ([#2265](googleapis/mcp-toolbox#2265)) ([ef8f3b0](googleapis/mcp-toolbox@ef8f3b0)) * **tools/looker:** Looker client OAuth nil pointer error ([#2231](googleapis/mcp-toolbox#2231)) ([268700b](googleapis/mcp-toolbox@268700b)) --- 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>

duwenxin99 requested review from a team December 10, 2025 21:57

duwenxin99 changed the base branch from main to model December 10, 2025 21:57

blunderbuss-gcf Bot assigned Yuan325 Dec 10, 2025

duwenxin99 assigned averikitsch and unassigned Yuan325 Dec 10, 2025

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duwenxin99 force-pushed the model branch from 7b95aab to d0f6236 Compare December 11, 2025 18:23

duwenxin99 force-pushed the embed-param branch from 031338b to cab05ec Compare December 11, 2025 18:23

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duwenxin99 force-pushed the embed-param branch from cab05ec to 7796f81 Compare December 11, 2025 22:23

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feat: Add embeddingModel support #2121

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duwenxin99 force-pushed the embed-param branch from 7796f81 to 63f8da9 Compare December 17, 2025 23:16

duwenxin99 changed the title ~~feat: Add Parameter embeddedBy config support~~ feat(tools/postgressql): Add Parameter embeddedBy config support Dec 17, 2025

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duwenxin99 force-pushed the embed-param branch 2 times, most recently from 6c7d7b4 to 263c457 Compare December 30, 2025 20:23

duwenxin99 force-pushed the model branch from 77d845f to a570df0 Compare December 30, 2025 20:24

duwenxin99 added a commit that referenced this pull request Jan 6, 2026

feat: Add embeddingModel support (#2121)

9c62f31

First part of the implementation to support semantic search in tools. Second part: #2151

github-actions Bot pushed a commit to TheTechOddBug/genai-toolbox that referenced this pull request Jan 7, 2026

deploy: feat: Add embeddingModel support (googleapis#2121)

d4420f2

First part of the implementation to support semantic search in tools. Second part: googleapis#2151 9c62f31

BrewTestBot mentioned this pull request Jan 8, 2026

mcp-toolbox 0.25.0 Homebrew/homebrew-core#261919

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divitwork pushed a commit to divitwork/genai-toolbox that referenced this pull request Jan 9, 2026

feat: Add embeddingModel support (googleapis#2121)

6eba6db

First part of the implementation to support semantic search in tools. Second part: googleapis#2151

divitwork pushed a commit to divitwork/genai-toolbox that referenced this pull request Jan 9, 2026

feat: Add embeddingModel support (googleapis#2121)

6ae81ea

First part of the implementation to support semantic search in tools. Second part: googleapis#2151

vinodhinic pushed a commit to vinodhinic/genai-toolbox that referenced this pull request Jan 14, 2026

feat: Add embeddingModel support (googleapis#2121)

b2f122d

First part of the implementation to support semantic search in tools. Second part: googleapis#2151

NightStack15 added a commit to NightStack15/googleapis-_-genai-toolbox that referenced this pull request Mar 20, 2026

feat: Add embeddingModel support (#2121)

c700b54

First part of the implementation to support semantic search in tools. Second part: googleapis/mcp-toolbox#2151

This was referenced May 3, 2026

feat(mongodb): add Toolbox native vector embedding support #3156

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feat(clickhouse): add Toolbox native vector embedding support #3157

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feat(redis/valkey): add Toolbox native vector embedding support #3158

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feat(tools/postgressql): Add Parameter `embeddedBy` config support#2151

feat(tools/postgressql): Add Parameter `embeddedBy` config support#2151
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duwenxin99 commented Dec 10, 2025 •

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