feat(tools/cloudsqlpg): Add vector assist tools for Cloud SQL Postgres by pavankrishna13 · Pull Request #2909 · googleapis/mcp-toolbox

pavankrishna13 · 2026-03-31T15:13:43Z

Description

Adds 4 new mcp tools for Cloud SQL Postgres source related to the vector assist postgres extension. These tools enable the customers to set up and optimize production-ready vector workloads by simply expressing your intent and performance requirements.

Tool Set	Description
`vectorassist`	Use these skills to set up and optimize production-ready vector workloads
	by simply expressing your intent and performance requirements

Tool Name	Description
`define_spec`	Defines a new vector specification for search workloads.
`modify_spec`	Modifies an existing vector specification.
`apply_spec`	Executes SQL recommendations for a vector specification.
`generate_query`	Generates optimized SQL queries for vector searches.

Manual testing

Workflows covered by these tools

1. Setup vector search in the database

Prompt : Set up the table 'cymbal_products' for vector workloads where I want to perform a similarity search on the embeddings generated for the column 'product_description'.

Expected tools to be used in the CUJ : define-spec -> apply-spec

2. Modify & apply spec

Prompt : Modify the vector specification 'cymbal_products' table to generate embeddings on the column 'product_description' using the embedding model 'text-embedding-004'

Expected tools to be used in the CUJ : define-spec -> modify-spec -> apply-spec

3. Find top-k similarity items

Prompt : find the top 10 products from cymbal_products table which have description similar to this query "What kind of fruit trees grow well here?"

Expected tools to be used in the CUJ : generate-query -> execute-sql

PR Checklist

Thank you for opening a Pull Request! Before submitting your PR, there are a
few things you can do to make sure it goes smoothly:

Make sure you reviewed
CONTRIBUTING.md
Make sure to open an issue as a
bug/issue
before writing your code! That way we can discuss the change, evaluate
designs, and agree on the general idea
Ensure the tests and linter pass
Code coverage does not decrease (if any source code was changed)
Appropriate docs were updated (if necessary)
Make sure to add ! if this involve a breaking change

🛠️ Fixes #<issue_number_goes_here>

pavankrishna13 · 2026-03-31T15:15:45Z

/gemini summary

gemini-code-assist

Code Review

This pull request introduces the Vector Assist toolset for Cloud SQL for PostgreSQL, enabling automated vector search setup and optimized query generation. The changes include four new tools: define_spec, modify_spec, apply_spec, and generate_query, along with their respective documentation, unit tests, and integration tests. Several issues were identified in the review, including a parameter mismatch in the integration tests (query_text vs search_text), incorrect parameter descriptions in the apply_spec tool, and multiple violations of the documentation style guide regarding page titles. Additionally, a few typos were found in the parameter descriptions of the define_spec tool.

gemini-code-assist · 2026-03-31T15:22:02Z

Summary of Changes

This pull request introduces a suite of vector assist tools for Cloud SQL Postgres, enabling users to define, modify, and apply vector specifications, as well as generate optimized queries for vector search. These changes streamline the setup and management of vector search workloads, accompanied by necessary configuration updates, documentation, and integration tests to ensure reliability.

Highlights

New Vector Assist Tools: Added four new tools for Cloud SQL Postgres: define_spec, modify_spec, apply_spec, and generate_query to support vector search workloads.
Configuration and Documentation: Updated internal configurations and added comprehensive documentation for the new vector assist tools.
Integration Testing: Implemented integration tests to verify the functionality of the new vector assist tools within the Cloud SQL Postgres environment.

Activity

Pull request created by pavankrishna13.
Automated code review identified several issues including parameter naming mismatches in tests, missing 'Tool' suffix in documentation titles, and minor typos in parameter descriptions.
Reviewer feedback provided suggestions for parameter corrections and style guide compliance.

Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

…pg)--tools-for-vectorassist' into feat(tools/cloudsqlpg)--tools-for-vectorassist

michaelbautin · 2026-04-03T04:39:19Z

Added a few comments. LGTM in general.

duwenxin99 · 2026-04-06T17:09:37Z

/gemini review

gemini-code-assist

Code Review

This pull request introduces a suite of "Vector Assist" tools for Cloud SQL for PostgreSQL, including define_spec, modify_spec, apply_spec, and generate_query. These tools automate the setup and querying of vector search workloads by generating and executing SQL recommendations. The changes encompass tool implementations, registration, comprehensive documentation, and integration tests. Feedback indicates that documentation titles should be updated to a human-readable format ending in "Tool" per the style guide, input validation should be added to the generate_query tool to handle parameter constraints, and a stray tab character needs to be removed to satisfy linting requirements.

duwenxin99 · 2026-04-07T15:29:42Z

/gcbrun

…-vectorassist

github-actions · 2026-04-09T18:28:21Z

🚀 Cloudflare Preview Ready!

🔎 View Preview: https://pr-2909.toolbox-docs-6xc.pages.dev

(Note: Subsequent pushes to this PR will automatically update the preview at this same URL)

duwenxin99 · 2026-04-10T14:17:39Z

/gcbrun

duwenxin99 · 2026-04-10T16:46:00Z

/gcbrun

… Postgres (googleapis#2909) ## Description Adds 4 new mcp tools for Cloud SQL Postgres source related to the vector assist postgres extension. These tools enable the customers to set up and optimize production-ready vector workloads by simply expressing your intent and performance requirements. | Tool Set | Description | |:---------------------------------|:------------------------------------------------------------------------ | | `vectorassist` | Use these skills to set up and optimize production-ready vector workloads | | | by simply expressing your intent and performance requirements | | Tool Name | Description | |:---------------------------------|:---------------------------------------------------------------| | `define_spec` | Defines a new vector specification for search workloads. | | `modify_spec` | Modifies an existing vector specification. | | `apply_spec` | Executes SQL recommendations for a vector specification. | | `generate_query` | Generates optimized SQL queries for vector searches. | ## Manual testing Workflows covered by these tools ### 1. Setup vector search in the database Prompt : Set up the table 'cymbal_products' for vector workloads where I want to perform a similarity search on the embeddings generated for the column 'product_description'. Expected tools to be used in the CUJ : define-spec -> apply-spec <img width="1282" height="639" alt="Screenshot 2026-04-09 at 2 50 02 PM" src="https://github.com/user-attachments/assets/0c05fb23-88df-4c26-9dd3-59678ed6cc90" /> <img width="1289" height="717" alt="Screenshot 2026-04-09 at 2 52 34 PM" src="https://github.com/user-attachments/assets/e1a2e4ea-cadc-4692-b0f5-dc4c914710a6" /> <img width="1270" height="683" alt="Screenshot 2026-04-09 at 3 04 17 PM" src="https://github.com/user-attachments/assets/a2ac1349-5815-45c1-abc6-fd8210a5570f" /> <img width="1281" height="462" alt="Screenshot 2026-04-09 at 3 06 12 PM" src="https://github.com/user-attachments/assets/bce60906-2723-4a64-aaa0-9095fc83466b" /> ### 2. Modify & apply spec Prompt : Modify the vector specification 'cymbal_products' table to generate embeddings on the column 'product_description' using the embedding model 'text-embedding-004' Expected tools to be used in the CUJ : define-spec -> modify-spec -> apply-spec <img width="1180" height="798" alt="Screenshot 2026-04-09 at 9 45 03 PM" src="https://github.com/user-attachments/assets/d8566527-a04d-4209-b78f-693ffb8e9298" /> <img width="1171" height="373" alt="Screenshot 2026-04-09 at 9 35 27 PM" src="https://github.com/user-attachments/assets/b6c894c3-1c6f-4d4b-85d1-59832d097b4f" /> <img width="1175" height="598" alt="Screenshot 2026-04-09 at 9 37 11 PM" src="https://github.com/user-attachments/assets/45c79bb5-5509-4196-84c9-0e091fd1168f" /> <img width="1176" height="622" alt="Screenshot 2026-04-09 at 9 39 12 PM" src="https://github.com/user-attachments/assets/5eaffd4c-5315-482f-8616-a3c4503a65ef" /> ### 3. Find top-k similarity items Prompt : find the top 10 products from cymbal_products table which have description similar to this query "What kind of fruit trees grow well here?" Expected tools to be used in the CUJ : generate-query -> execute-sql <img width="1273" height="259" alt="Screenshot 2026-04-09 at 3 25 48 PM" src="https://github.com/user-attachments/assets/79d71a31-a9ce-4948-aa75-d35dc33f4420" /> <img width="1275" height="483" alt="Screenshot 2026-04-09 at 3 26 12 PM" src="https://github.com/user-attachments/assets/2d54327d-c048-457e-9e44-4c710e1523d3" /> <img width="1246" height="619" alt="Screenshot 2026-04-09 at 3 27 12 PM" src="https://github.com/user-attachments/assets/d2a1a021-f179-4d86-9050-50a2dbefac64" /> ## PR Checklist > Thank you for opening a Pull Request! Before submitting your PR, there are a > few things you can do to make sure it goes smoothly: - [x] Make sure you reviewed [CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md) - [x] Make sure to open an issue as a [bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose) before writing your code! That way we can discuss the change, evaluate designs, and agree on the general idea - [x] Ensure the tests and linter pass - [x] Code coverage does not decrease (if any source code was changed) - [x] Appropriate docs were updated (if necessary) - [x] Make sure to add `!` if this involve a breaking change 🛠️ Fixes #<issue_number_goes_here> --------- Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com> 7a6d849

🤖 I have created a release *beep* *boop* --- ## [1.1.0](v1.0.0...v1.1.0) (2026-04-13) ### Features * **tools/cloudsqlpg:** Add vector assist tools for Cloud SQL Postgres ([#2909](#2909)) ([7a6d849](7a6d849)) ### Bug Fixes * **looker:** Convert configuration yaml to flat format ([#3022](#3022)) ([45c05e3](45c05e3)) ### Docs Update * **knowledge-catalog:** Rename dataplex to knowledge-catalog across docs ([#3039](#3039)) ([45c05e3](24ce6ce)) --- 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* --- ## [1.1.0](v1.0.0...v1.1.0) (2026-04-13) ### Features * **tools/cloudsqlpg:** Add vector assist tools for Cloud SQL Postgres ([#2909](#2909)) ([7a6d849](7a6d849)) ### Bug Fixes * **looker:** Convert configuration yaml to flat format ([#3022](#3022)) ([45c05e3](45c05e3)) ### Docs Update * **knowledge-catalog:** Rename dataplex to knowledge-catalog across docs ([#3039](#3039)) ([45c05e3](24ce6ce)) --- 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> da6f5f8

🤖 I have created a release *beep* *boop* --- ## [1.1.0](googleapis/mcp-toolbox@v1.0.0...v1.1.0) (2026-04-13) ### Features * **tools/cloudsqlpg:** Add vector assist tools for Cloud SQL Postgres ([googleapis#2909](googleapis#2909)) ([7a6d849](googleapis@7a6d849)) ### Bug Fixes * **looker:** Convert configuration yaml to flat format ([googleapis#3022](googleapis#3022)) ([45c05e3](googleapis@45c05e3)) ### Docs Update * **knowledge-catalog:** Rename dataplex to knowledge-catalog across docs ([googleapis#3039](googleapis#3039)) ([45c05e3](googleapis@24ce6ce)) --- 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> da6f5f8

#2909) ## Description Adds 4 new mcp tools for Cloud SQL Postgres source related to the vector assist postgres extension. These tools enable the customers to set up and optimize production-ready vector workloads by simply expressing your intent and performance requirements. | Tool Set | Description | |:---------------------------------|:------------------------------------------------------------------------ | | `vectorassist` | Use these skills to set up and optimize production-ready vector workloads | | | by simply expressing your intent and performance requirements | | Tool Name | Description | |:---------------------------------|:---------------------------------------------------------------| | `define_spec` | Defines a new vector specification for search workloads. | | `modify_spec` | Modifies an existing vector specification. | | `apply_spec` | Executes SQL recommendations for a vector specification. | | `generate_query` | Generates optimized SQL queries for vector searches. | ## Manual testing Workflows covered by these tools ### 1. Setup vector search in the database Prompt : Set up the table 'cymbal_products' for vector workloads where I want to perform a similarity search on the embeddings generated for the column 'product_description'. Expected tools to be used in the CUJ : define-spec -> apply-spec <img width="1282" height="639" alt="Screenshot 2026-04-09 at 2 50 02 PM" src="https://github.com/user-attachments/assets/0c05fb23-88df-4c26-9dd3-59678ed6cc90" /> <img width="1289" height="717" alt="Screenshot 2026-04-09 at 2 52 34 PM" src="https://github.com/user-attachments/assets/e1a2e4ea-cadc-4692-b0f5-dc4c914710a6" /> <img width="1270" height="683" alt="Screenshot 2026-04-09 at 3 04 17 PM" src="https://github.com/user-attachments/assets/a2ac1349-5815-45c1-abc6-fd8210a5570f" /> <img width="1281" height="462" alt="Screenshot 2026-04-09 at 3 06 12 PM" src="https://github.com/user-attachments/assets/bce60906-2723-4a64-aaa0-9095fc83466b" /> ### 2. Modify & apply spec Prompt : Modify the vector specification 'cymbal_products' table to generate embeddings on the column 'product_description' using the embedding model 'text-embedding-004' Expected tools to be used in the CUJ : define-spec -> modify-spec -> apply-spec <img width="1180" height="798" alt="Screenshot 2026-04-09 at 9 45 03 PM" src="https://github.com/user-attachments/assets/d8566527-a04d-4209-b78f-693ffb8e9298" /> <img width="1171" height="373" alt="Screenshot 2026-04-09 at 9 35 27 PM" src="https://github.com/user-attachments/assets/b6c894c3-1c6f-4d4b-85d1-59832d097b4f" /> <img width="1175" height="598" alt="Screenshot 2026-04-09 at 9 37 11 PM" src="https://github.com/user-attachments/assets/45c79bb5-5509-4196-84c9-0e091fd1168f" /> <img width="1176" height="622" alt="Screenshot 2026-04-09 at 9 39 12 PM" src="https://github.com/user-attachments/assets/5eaffd4c-5315-482f-8616-a3c4503a65ef" /> ### 3. Find top-k similarity items Prompt : find the top 10 products from cymbal_products table which have description similar to this query "What kind of fruit trees grow well here?" Expected tools to be used in the CUJ : generate-query -> execute-sql <img width="1273" height="259" alt="Screenshot 2026-04-09 at 3 25 48 PM" src="https://github.com/user-attachments/assets/79d71a31-a9ce-4948-aa75-d35dc33f4420" /> <img width="1275" height="483" alt="Screenshot 2026-04-09 at 3 26 12 PM" src="https://github.com/user-attachments/assets/2d54327d-c048-457e-9e44-4c710e1523d3" /> <img width="1246" height="619" alt="Screenshot 2026-04-09 at 3 27 12 PM" src="https://github.com/user-attachments/assets/d2a1a021-f179-4d86-9050-50a2dbefac64" /> ## PR Checklist > Thank you for opening a Pull Request! Before submitting your PR, there are a > few things you can do to make sure it goes smoothly: - [x] Make sure you reviewed [CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md) - [x] Make sure to open an issue as a [bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose) before writing your code! That way we can discuss the change, evaluate designs, and agree on the general idea - [x] Ensure the tests and linter pass - [x] Code coverage does not decrease (if any source code was changed) - [x] Appropriate docs were updated (if necessary) - [x] Make sure to add `!` if this involve a breaking change 🛠️ Fixes #<issue_number_goes_here> --------- Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>

🤖 I have created a release *beep* *boop* --- ## [1.1.0](v1.0.0...v1.1.0) (2026-04-13) ### Features * **tools/cloudsqlpg:** Add vector assist tools for Cloud SQL Postgres ([#2909](#2909)) ([7a6d849](7a6d849)) ### Bug Fixes * **looker:** Convert configuration yaml to flat format ([#3022](#3022)) ([45c05e3](45c05e3)) ### Docs Update * **knowledge-catalog:** Rename dataplex to knowledge-catalog across docs ([#3039](#3039)) ([45c05e3](24ce6ce)) --- 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* --- ## [1.1.0](googleapis/mcp-toolbox@v1.0.0...v1.1.0) (2026-04-13) ### Features * **tools/cloudsqlpg:** Add vector assist tools for Cloud SQL Postgres ([googleapis#2909](googleapis#2909)) ([7a6d849](googleapis@7a6d849)) ### Bug Fixes * **looker:** Convert configuration yaml to flat format ([googleapis#3022](googleapis#3022)) ([45c05e3](googleapis@45c05e3)) ### Docs Update * **knowledge-catalog:** Rename dataplex to knowledge-catalog across docs ([googleapis#3039](googleapis#3039)) ([45c05e3](googleapis@24ce6ce)) --- 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> da6f5f8

googleapis#2909) ## Description Adds 4 new mcp tools for Cloud SQL Postgres source related to the vector assist postgres extension. These tools enable the customers to set up and optimize production-ready vector workloads by simply expressing your intent and performance requirements. | Tool Set | Description | |:---------------------------------|:------------------------------------------------------------------------ | | `vectorassist` | Use these skills to set up and optimize production-ready vector workloads | | | by simply expressing your intent and performance requirements | | Tool Name | Description | |:---------------------------------|:---------------------------------------------------------------| | `define_spec` | Defines a new vector specification for search workloads. | | `modify_spec` | Modifies an existing vector specification. | | `apply_spec` | Executes SQL recommendations for a vector specification. | | `generate_query` | Generates optimized SQL queries for vector searches. | ## Manual testing Workflows covered by these tools ### 1. Setup vector search in the database Prompt : Set up the table 'cymbal_products' for vector workloads where I want to perform a similarity search on the embeddings generated for the column 'product_description'. Expected tools to be used in the CUJ : define-spec -> apply-spec <img width="1282" height="639" alt="Screenshot 2026-04-09 at 2 50 02 PM" src="https://github.com/user-attachments/assets/0c05fb23-88df-4c26-9dd3-59678ed6cc90" /> <img width="1289" height="717" alt="Screenshot 2026-04-09 at 2 52 34 PM" src="https://github.com/user-attachments/assets/e1a2e4ea-cadc-4692-b0f5-dc4c914710a6" /> <img width="1270" height="683" alt="Screenshot 2026-04-09 at 3 04 17 PM" src="https://github.com/user-attachments/assets/a2ac1349-5815-45c1-abc6-fd8210a5570f" /> <img width="1281" height="462" alt="Screenshot 2026-04-09 at 3 06 12 PM" src="https://github.com/user-attachments/assets/bce60906-2723-4a64-aaa0-9095fc83466b" /> ### 2. Modify & apply spec Prompt : Modify the vector specification 'cymbal_products' table to generate embeddings on the column 'product_description' using the embedding model 'text-embedding-004' Expected tools to be used in the CUJ : define-spec -> modify-spec -> apply-spec <img width="1180" height="798" alt="Screenshot 2026-04-09 at 9 45 03 PM" src="https://github.com/user-attachments/assets/d8566527-a04d-4209-b78f-693ffb8e9298" /> <img width="1171" height="373" alt="Screenshot 2026-04-09 at 9 35 27 PM" src="https://github.com/user-attachments/assets/b6c894c3-1c6f-4d4b-85d1-59832d097b4f" /> <img width="1175" height="598" alt="Screenshot 2026-04-09 at 9 37 11 PM" src="https://github.com/user-attachments/assets/45c79bb5-5509-4196-84c9-0e091fd1168f" /> <img width="1176" height="622" alt="Screenshot 2026-04-09 at 9 39 12 PM" src="https://github.com/user-attachments/assets/5eaffd4c-5315-482f-8616-a3c4503a65ef" /> ### 3. Find top-k similarity items Prompt : find the top 10 products from cymbal_products table which have description similar to this query "What kind of fruit trees grow well here?" Expected tools to be used in the CUJ : generate-query -> execute-sql <img width="1273" height="259" alt="Screenshot 2026-04-09 at 3 25 48 PM" src="https://github.com/user-attachments/assets/79d71a31-a9ce-4948-aa75-d35dc33f4420" /> <img width="1275" height="483" alt="Screenshot 2026-04-09 at 3 26 12 PM" src="https://github.com/user-attachments/assets/2d54327d-c048-457e-9e44-4c710e1523d3" /> <img width="1246" height="619" alt="Screenshot 2026-04-09 at 3 27 12 PM" src="https://github.com/user-attachments/assets/d2a1a021-f179-4d86-9050-50a2dbefac64" /> ## PR Checklist > Thank you for opening a Pull Request! Before submitting your PR, there are a > few things you can do to make sure it goes smoothly: - [x] Make sure you reviewed [CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md) - [x] Make sure to open an issue as a [bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose) before writing your code! That way we can discuss the change, evaluate designs, and agree on the general idea - [x] Ensure the tests and linter pass - [x] Code coverage does not decrease (if any source code was changed) - [x] Appropriate docs were updated (if necessary) - [x] Make sure to add `!` if this involve a breaking change 🛠️ Fixes #<issue_number_goes_here> --------- Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>

Add vector assist tools for Cloud SQL PostgreSQL

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pavankrishna13 and others added 5 commits March 31, 2026 21:03

Update tests/cloudsqlpg/cloud_sql_pg_vectorassist_test.go

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Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

Updated .md files based on documentation style

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Merge remote-tracking branch 'refs/remotes/origin/feat(tools/cloudsql…

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…pg)--tools-for-vectorassist' into feat(tools/cloudsqlpg)--tools-for-vectorassist

Updated the incorrect parameter descriptions

c89d180

Merge branch 'main' into feat(tools/cloudsqlpg)--tools-for-vectorassist

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pavankrishna13 marked this pull request as ready for review March 31, 2026 16:01

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Comment thread docs/en/integrations/cloud-sql-pg/tools/vector-assist-modify-spec.md Outdated

Comment thread internal/tools/cloudsqlpg/vectorassistdefinespec/vectorassistdefinespec.go Outdated

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Comment thread internal/tools/cloudsqlpg/vectorassistdefinespec/vectorassistdefinespec.go

Deeven-Seru mentioned this pull request Apr 5, 2026

Support image ingestion and semantic vectorization as a first-class database source #2948

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Resolved comments to remove manual parameter match

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Comment thread internal/tools/cloudsqlpg/vectorassistgeneratequery/vectorassistgeneratequery.go

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pavankrishna13 and others added 2 commits April 7, 2026 11:43

Resolved comments on doc files and tests

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Merge branch 'main' into feat(tools/cloudsqlpg)--tools-for-vectorassist

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duwenxin99 added the tests: run Label to trigger Github Action tests. label Apr 7, 2026

Resolved doc lint issues

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pavankrishna13 and others added 2 commits April 8, 2026 03:52

Reverting the doc title changes

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Merge branch 'googleapis:main' into feat(tools/cloudsqlpg)--tools-for…

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…-vectorassist

pavankrishna13 and others added 4 commits April 9, 2026 16:37

Improved tool descriptions to improve correlation

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Merge branch 'main' into feat(tools/cloudsqlpg)--tools-for-vectorassist

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Merge branch 'main' into feat(tools/cloudsqlpg)--tools-for-vectorassist

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duwenxin99 added tests: run Label to trigger Github Action tests. and removed tests: run Label to trigger Github Action tests. labels Apr 9, 2026

isaurabhuttam reviewed Apr 10, 2026

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Comment thread docs/en/integrations/cloud-sql-pg/tools/vector-assist-apply-spec.md Outdated

pavankrishna13 and others added 2 commits April 10, 2026 10:31

Merge branch 'main' into feat(tools/cloudsqlpg)--tools-for-vectorassist

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Updated refs to mcp-toolbox and resolved comments

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Merge branch 'main' into feat(tools/cloudsqlpg)--tools-for-vectorassist

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duwenxin99 approved these changes Apr 10, 2026

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duwenxin99 merged commit 7a6d849 into googleapis:main Apr 10, 2026
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release-please Bot mentioned this pull request Apr 10, 2026

chore(main): release 1.1.0 #3024

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BrewTestBot mentioned this pull request Apr 14, 2026

mcp-toolbox 1.1.0 Homebrew/homebrew-core#277454

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pavankrishna13 commented Mar 31, 2026 • edited Loading Uh oh! There was an error while loading. Please reload this page.

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Description

Manual testing

1. Setup vector search in the database

2. Modify & apply spec

3. Find top-k similarity items

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pavankrishna13 commented Mar 31, 2026

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gemini-code-assist Bot commented Mar 31, 2026

Summary of Changes

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michaelbautin commented Apr 3, 2026

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duwenxin99 commented Apr 6, 2026

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duwenxin99 commented Apr 7, 2026

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pavankrishna13 commented Mar 31, 2026 •

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