## Description
---
This PR introduces a new tool kind `firestore-query` that enables
parameterized querying of Firestore collections with support for
Firestore native JSON value types, ensuring proper type handling for
complex queries.
### Feature
A new Firestore tool that allows:
- __Parameterized collection paths, filters, select, orderBy, limit and
analyzeQuery__ using Go template syntax
- __Native JSON value type support__ for proper type handling in queries
- __Complex filter structures__ with AND/OR logical operators
- __Dynamic query building__ with template parameter substitution
Example usage:
<img width="761" height="721" alt="Screenshot 2025-09-09 at 1 21 16 PM"
src="https://github.com/user-attachments/assets/bb359ea8-f750-492d-9f13-cef8f3b6bfd1"
/>
## 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/langchain-google-alloydb-pg-python/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
## Description
Provide default values for prebuilt tools
## 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](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a
[bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose)
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- [ ] 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>
- This PR aims to add YugabyteDB as a source and a tool.
- It is based on the PostgreSQL source but uses the YugabyteDB's fork of
pgx driver that better accommodates the distributed nature of YugabyteDB
- Added tests for the same.
---------
Co-authored-by: Amogh Shetkar <ashetkar@yugabyte.com>
This pull request adds support and documentation for connecting Neo4j
databases using the Model Context Protocol (MCP) and the MCP Toolbox. It
introduces a new prebuilt configuration for Neo4j, updates documentation
to guide users through setup across multiple IDEs, and adds tests to
ensure the new configuration is loaded correctly.
**Neo4j MCP Integration:**
* Added a new prebuilt configuration file `neo4j.yaml` defining
`execute_cypher` and `schema` tools for Neo4j, with support for
environment-based configuration.
* Updated the documentation (`neo4j_mcp.md`) with step-by-step
instructions for connecting Neo4j to various IDEs (e.g., VS Code,
Cursor, Claude, Gemini) using MCP Toolbox.
* Expanded the reference documentation to include Neo4j, detailing
required environment variables, permissions, and available tools.
**Testing and Codebase Updates:**
* Updated test cases in `prebuiltconfigs_test.go` to include Neo4j in
the list of expected tool sources and verify the Neo4j configuration can
be fetched and loaded.
[[1]](diffhunk://#diff-fa866059efb09c74bb2aabec8cc71ca9fda3b595fbc2a56f05fb608782ad55b8R36)
[[2]](diffhunk://#diff-fa866059efb09c74bb2aabec8cc71ca9fda3b595fbc2a56f05fb608782ad55b8R102)
[[3]](diffhunk://#diff-fa866059efb09c74bb2aabec8cc71ca9fda3b595fbc2a56f05fb608782ad55b8R148-R150)
---------
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
## Description
Remove placeholder `project-id` to error out when user does not enter
their project id.
## 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)
- [ ] 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
- [ ] 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>
## Description
---
> Should include a concise description of the changes (bug or feature),
it's
> impact, along with a summary of the solution
## 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](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a
[bug/issue](https://github.com/googleapis/langchain-google-alloydb-pg-python/issues/new/choose)
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>
## Description
---
Report the LookML suggestions array or the suggst_explore and
suggest_dimension to the caller so
that the caller can use those suggestions to improve filtering.
## 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/langchain-google-alloydb-pg-python/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#1247
Authenticate to Looker with end user credentials
## 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/langchain-google-alloydb-pg-python/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#1258
---------
Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>
## Description
Added new tools and optional config in doc.
## 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](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a
[bug/issue](https://github.com/googleapis/langchain-google-alloydb-pg-python/issues/new/choose)
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>
…tool
## Description
---
Add description to output of get_models, as well as add output details
to docs
## 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/langchain-google-alloydb-pg-python/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#1246
## Description
---
Updates the project and location config description.
## 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](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a
[bug/issue](https://github.com/googleapis/langchain-google-alloydb-pg-python/issues/new/choose)
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>
This PR introduces ClickHouse support by finishing off
https://github.com/googleapis/genai-toolbox/pull/713. We have had quite
a few requests internally and externally of people who want ClickHouse
support and wish to contribute but can't use the toolbox because of this
stalled PR. We also tried to reach out to @sidpan1 ourselves with no
success so we are going to assume the contributor doesn't have time to
complete. We would like to thank @sidpan1 for getting this going -
community contributions help make ClickHouse better for everyone.
This PR introduces
- Adds ClickHouse HTTPS and HTTP source support (drops native support
and compression in connection)
- Adds tools: `execute_sql`, ~~`describe_table`, `list_databases`,
`list_tables`~~
- Adds unit and integration tests
- Adds docs
Other contributors can build on this foundation
### Connect to local ClickHouse
```sh
CLICKHOUSE_HOST="localhost" \
CLICKHOUSE_PORT=8123 \
CLICKHOUSE_USER="default" \
CLICKHOUSE_PASSWORD="" \
CLICKHOUSE_DATABASE=default \
CLICKHOUSE_PROTOCOL="http" \
go run main.go --prebuilt clickhouse --ui --port 8080
```
### Connect to ClickHouse Cloud
```sh
CLICKHOUSE_HOST="tsmtweovmw.us-east-2.aws.clickhouse.cloud" \
CLICKHOUSE_PORT=8443 \
CLICKHOUSE_USER="default" \
CLICKHOUSE_PASSWORD="[REDACTED]" \
CLICKHOUSE_DATABASE=default \
CLICKHOUSE_PROTOCOL=https \
go run main.go --prebuilt clickhouse --ui --port 8080
```
### Run tests
```bash
go test -v ./tests/clickhouse/ -run TestClickHouse
go test -v ./tests/clickhouse/ -run TestClickHouseBasicConnection
```
<img width="1318" height="895" alt="Screenshot 2025-08-06 at 10 01 01"
src="https://github.com/user-attachments/assets/034d8f1b-10d6-4097-8033-5b0da93ad3fc"
/>
---------
Co-authored-by: Pete Hampton <pjhampton@users.noreply.github.com>
Co-authored-by: Wenxin Du <117315983+duwenxin99@users.noreply.github.com>
Co-authored-by: duwenxin <duwenxin@google.com>
The following config is added to the looker source:
* show_hidden_models
* show_hidden_explores
* show_hidden_fields
## Description
---
> Should include a concise description of the changes (bug or feature),
it's
> impact, along with a summary of the solution
## 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/langchain-google-alloydb-pg-python/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#1214
1. Add ask-data-insights tool based on conversational analytic API.
2. Add tokenSource for ask-data-insights tool, it uses access token
instead of client or restService.
3. Add a max row count to source, currently fixed to 50 and used only
for ask-data-insights tool. Later we may make it available for user to
make change and apply to bigquery-execute-sql and bigquery-sql to avoid
return too many data by accident.
---------
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
Co-authored-by: Averi Kitsch <akitsch@google.com>
* fix not null expression
* exclude dimensions that end in _raw
* Add tags to return from get_dimensions, get_measures, etc.
* Add synonyms to return from get_dimensions, get_measures, etc.
* Instruct Agent to only create pie chart visualizations with one
measure and one dimension.
* Added docs about the return types of
get_dimensions/get_measures/get_filters/get_parameters.
---------
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
## Description
This Pull Request introduces support for the Firebird database as a new
`source` and adds the `firebird-sql` and `firebird-execute-sql` tools.
The implementation follows the architectural pattern established by the
existing PostgreSQL and MySQL tools.
Comprehensive integration tests have been added in the `tests/firebird`
directory, covering table creation, data insertion, and the invocation
of all related tools. Corresponding user and developer documentation has
also been included.
## Test Results
The core functionality is working as demonstrated by the vast majority
of tests passing. However, a few tests fail due to limitations and
inflexibilities in the generic test harness (`tests/tool.go`), which is
not fully compatible with Firebird's specific syntax and behavior.
### Known and Justified Failures:
* **`invoke_my-tool` / `invoke_my-array-tool`:** The `RunToolInvokeTest`
function reuses the same `want` variable for both sub-tests, which have
different inputs and expected outputs. The test is configured for
`my-tool` to pass, which consequently causes the `my-array-tool` test to
fail its assertion. The `got` log for the array test confirms that the
tool returns the correct response for the given input.
* **`invoke_my-exec-sql-tool`:** This test fails because the harness
sends the query `SELECT 1`, which is invalid syntax in Firebird.
Subsequent tests for this tool using DDL and DML (`create`, `select`,
`drop`) all pass, confirming its core functionality.
* **`invoke_select-fields-templateParams-tool`:** This test fails due to
a case-sensitivity mismatch in column names (`NAME` vs. `name`). The
expected output in the test harness is hardcoded with a lowercase name.
* **Authentication Tests:** All authentication-related tests are
failing. This appears to be a general issue with the local test
environment setup and is not specific to the Firebird implementation.
## Next Steps
I believe the implementation is ready for review. I am available to make
any requested changes.
Feat #935
---------
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
Co-authored-by: Yuan Teoh <yuanteoh@google.com>
## Add firestore-update-document tool
Adds a new tool for updating existing documents in Firestore
collections.
__What it does:__
- Updates documents at any path in Firestore
- Supports partial updates with field masks for selective field
modification
- Handles all Firestore data types (strings, numbers, booleans,
timestamps, geopoints, arrays, maps, etc.)
- Supports field deletion using updateMask
- Uses Firestore's native JSON format for type safety
- Can update nested fields within maps using dot notation
__Key parameters:__
- `documentPath`: The path of the document to update
- `documentData`: The document content in Firestore JSON format
- `updateMask`: Optional array of field paths for selective updates
- `returnData`: Optional flag to include updated document in response
__Special features:__
- When `updateMask` is provided, only specified fields are updated
- Can access nested fields with dot notation (e.g., 'address.city',
'user.profile.name')
- Without updateMask, performs a merge operation updating all provided
fields
Introduces a new Hugo shortcode, `includeRegion`, to allow embedding
specific, tagged regions from source files directly into Markdown
content.
This helps maintain a single source of truth for code snippets and other
repeated content, such as setup instructions, preventing duplication and
simplifying updates across multiple quickstart guides.
Demo PR: https://github.com/googleapis/genai-toolbox/pull/1179
---------
Co-authored-by: Anmol Shukla <shuklaanmol@google.com>
## Description
---
Add reference documentation
## 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](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a
[bug/issue](https://github.com/googleapis/langchain-google-alloydb-pg-python/issues/new/choose)
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>
---------
Co-authored-by: Yuan Teoh <45984206+Yuan325@users.noreply.github.com>
## Description
Users deploying Toolbox to Cloud Run for the first time can encounter
common friction points that are not covered in the current
documentation. This can lead to deployment failures and a frustrating
setup experience, particularly around container port configuration and
IAM permissions.
## Relevant issue(s)
This PR addresses a subset of #1116.
Signed-off-by: Anushka Saxena <anushkasaxenaa@google.com>
* fixed links to images in `looker_mcp_inspector` by moving it to own
directory.
* added Gemini-CLI section to looker_mcp.md.
* added newer tools to list in looker_mcp.md.
Co-authored-by: Averi Kitsch <akitsch@google.com>
## Add firestore-add-documents tool
Adds a new tool for creating documents in Firestore collections.
__What it does:__
- Adds documents to any Firestore collection
- Auto-generates unique document IDs
- Supports all Firestore data types (strings, numbers, booleans,
timestamps, geopoints, arrays, maps, etc.)
- Uses Firestore's native JSON format for type safety
__Key parameters:__
- `collectionPath`: Where to add the document
- `documentData`: The document content in Firestore JSON format
- `returnData`: Optional flag to include created document in response
---------
Co-authored-by: Averi Kitsch <akitsch@google.com>
## Description
---
> Should include a concise description of the changes (bug or feature),
it's
> impact, along with a summary of the solution
## 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](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md)
- [ ] Make sure to open an issue as a
[bug/issue](https://github.com/googleapis/langchain-google-alloydb-pg-python/issues/new/choose)
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>
