feat: Add `embeddingModel` support by duwenxin99 · Pull Request #2121 · googleapis/mcp-toolbox

duwenxin99 · 2025-12-04T23:05:36Z

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

gemini-code-assist · 2025-12-04T23:05:51Z

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 introduces foundational support for embedding models, beginning with a robust implementation for Google's Gemini model. It establishes a clear, extensible interface for managing different embedding model configurations and their core functionalities, paving the way for integrating diverse AI embedding capabilities into the application.

Highlights

New Embedding Model Interfaces: Introduced generic interfaces, EmbeddingModelConfig and EmbeddingModel, to standardize the configuration and operation of various embedding models within the system.
Gemini Embedding Model Implementation: Added a concrete implementation for the Gemini embedding model, allowing the system to leverage Google's Generative AI for text embeddings, including configuration and the EmbedParameters method.
Dependency Update: Updated the go.mod file to include the google.golang.org/genai client library, enabling interaction with Google's Generative AI services.

Ignored Files

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

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Code Review

This pull request introduces support for embedding models, starting with a Gemini implementation. The interface-based design is a good approach. However, the current Gemini implementation contains critical flaws that could lead to application crashes: it uses log.Fatal during initialization and panic when a logger is not found. Additionally, the configured ApiKey is not being used to create the Gemini client. I've provided specific comments and suggestions to address these issues, along with a minor formatting fix.

github-actions · 2025-12-11T22:16:41Z

🔎 Preview at https://googleapis.github.io/genai-toolbox/previews/PR-2121/

github-actions · 2025-12-17T21:37:29Z

🔎 Preview at https://googleapis.github.io/genai-toolbox/previews/PR-2121/

github-actions · 2025-12-18T17:05:10Z

🔎 Preview at https://googleapis.github.io/genai-toolbox/previews/PR-2121/

github-actions · 2025-12-18T18:10:28Z

🔎 Preview at https://googleapis.github.io/genai-toolbox/previews/PR-2121/

github-actions · 2025-12-19T15:29:29Z

🔎 Preview at https://googleapis.github.io/genai-toolbox/previews/PR-2121/

github-actions · 2025-12-30T18:52:33Z

🔎 Preview at https://googleapis.github.io/genai-toolbox/previews/PR-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>

…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/mcp-toolbox#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 ([#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 a review from a team December 4, 2025 23:05

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duwenxin99 force-pushed the model branch from 9b99767 to 5f77c38 Compare December 8, 2025 00:26

duwenxin99 assigned averikitsch and unassigned Yuan325 Dec 9, 2025

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

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

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duwenxin99 removed the release candidate Use label to signal PR should be included in the next release. label Dec 18, 2025

Yuan325 added the priority: p1 Important issue which blocks shipping the next release. Will be fixed prior to next release. label Dec 27, 2025

duwenxin99 added 10 commits December 30, 2025 15:23

feat: Add embeddingModel support

185e250

resolve ai comments

f4d1694

add model config processing

58a719f

update tests

58bebfc

add to resource manager

57f0a77

add dimension

8816053

add embedding model docs and update dimension setting

2ee8ff6

add adc

9134726

update api key

ec0112f

add ctx

9f03c59

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

github-actions Bot mentioned this pull request Mar 12, 2026

chore(main): release 0.29.0 #2608

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pjhampton mentioned this pull request May 14, 2026

feat(tool/clickhouse-sql): add native vector embedding support #3229

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duwenxin99 commented Dec 4, 2025 •

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