🤖 I have created a release *beep* *boop* --- ## [0.27.0](https://github.com/googleapis/genai-toolbox/compare/v0.26.0...v0.27.0) (2026-02-12) ### ⚠ BREAKING CHANGES * Update configuration file v2 ([#2369](293c1d6889)) * Update/add detailed telemetry for mcp endpoint compliant with OTEL semantic convention ([#1987](https://github.com/googleapis/genai-toolbox/issues/1987)) ([478a0bd](478a0bdb59)) ### Features * **cli/invoke:** Add support for direct tool invocation from CLI ([#2353](https://github.com/googleapis/genai-toolbox/issues/2353)) ([6e49ba4](6e49ba436e)) * **cli/skills:** Add support for generating agent skills from toolset ([#2392](https://github.com/googleapis/genai-toolbox/issues/2392)) ([80ef346](80ef346214)) * **cloud-logging-admin:** Add source, tools, integration test and docs ([#2137](https://github.com/googleapis/genai-toolbox/issues/2137)) ([252fc30](252fc3091a)) * **cockroachdb:** Add CockroachDB integration with cockroach-go ([#2006](https://github.com/googleapis/genai-toolbox/issues/2006)) ([1fdd99a](1fdd99a9b6)) * **prebuiltconfigs/alloydb-omni:** Implement Alloydb omni dataplane tools ([#2340](https://github.com/googleapis/genai-toolbox/issues/2340)) ([e995349](e995349ea0)) * **server:** Add Tool call error categories ([#2387](https://github.com/googleapis/genai-toolbox/issues/2387)) ([32cb4db](32cb4db712)) * **tools/looker:** support `looker-validate-project` tool ([#2430](https://github.com/googleapis/genai-toolbox/issues/2430)) ([a15a128](a15a12873f)) ### Bug Fixes * **dataplex:** Capture GCP HTTP errors in MCP Toolbox ([#2347](https://github.com/googleapis/genai-toolbox/issues/2347)) ([1d7c498](1d7c498116)) * **sources/cockroachdb:** Update kind to type ([#2465](https://github.com/googleapis/genai-toolbox/issues/2465)) ([2d341ac](2d341acaa6)) * Surface Dataplex API errors in MCP results ([#2347](1d7c498116)) --- 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>
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title, type, weight, description
| title | type | weight | description |
|---|---|---|---|
| Quickstart (MCP) | docs | 5 | How to get started running Toolbox locally with MCP Inspector. |
Overview
Model Context Protocol is an open protocol that standardizes how applications provide context to LLMs. Check out this page on how to connect to Toolbox via MCP.
Step 1: Set up your database
In this section, we will create a database, insert some data that needs to be access by our agent, and create a database user for Toolbox to connect with.
-
Connect to postgres using the
psqlcommand:psql -h 127.0.0.1 -U postgresHere,
postgresdenotes the default postgres superuser. -
Create a new database and a new user:
{{< notice tip >}} For a real application, it's best to follow the principle of least permission and only grant the privileges your application needs. {{< /notice >}}
CREATE USER toolbox_user WITH PASSWORD 'my-password'; CREATE DATABASE toolbox_db; GRANT ALL PRIVILEGES ON DATABASE toolbox_db TO toolbox_user; ALTER DATABASE toolbox_db OWNER TO toolbox_user; -
End the database session:
\q -
Connect to your database with your new user:
psql -h 127.0.0.1 -U toolbox_user -d toolbox_db -
Create a table using the following command:
CREATE TABLE hotels( id INTEGER NOT NULL PRIMARY KEY, name VARCHAR NOT NULL, location VARCHAR NOT NULL, price_tier VARCHAR NOT NULL, checkin_date DATE NOT NULL, checkout_date DATE NOT NULL, booked BIT NOT NULL ); -
Insert data into the table.
INSERT INTO hotels(id, name, location, price_tier, checkin_date, checkout_date, booked) VALUES (1, 'Hilton Basel', 'Basel', 'Luxury', '2024-04-22', '2024-04-20', B'0'), (2, 'Marriott Zurich', 'Zurich', 'Upscale', '2024-04-14', '2024-04-21', B'0'), (3, 'Hyatt Regency Basel', 'Basel', 'Upper Upscale', '2024-04-02', '2024-04-20', B'0'), (4, 'Radisson Blu Lucerne', 'Lucerne', 'Midscale', '2024-04-24', '2024-04-05', B'0'), (5, 'Best Western Bern', 'Bern', 'Upper Midscale', '2024-04-23', '2024-04-01', B'0'), (6, 'InterContinental Geneva', 'Geneva', 'Luxury', '2024-04-23', '2024-04-28', B'0'), (7, 'Sheraton Zurich', 'Zurich', 'Upper Upscale', '2024-04-27', '2024-04-02', B'0'), (8, 'Holiday Inn Basel', 'Basel', 'Upper Midscale', '2024-04-24', '2024-04-09', B'0'), (9, 'Courtyard Zurich', 'Zurich', 'Upscale', '2024-04-03', '2024-04-13', B'0'), (10, 'Comfort Inn Bern', 'Bern', 'Midscale', '2024-04-04', '2024-04-16', B'0'); -
End the database session:
\q
Step 2: Install and configure Toolbox
In this section, we will download Toolbox, configure our tools in a
tools.yaml, and then run the Toolbox server.
-
Download the latest version of Toolbox as a binary:
{{< notice tip >}} Select the correct binary corresponding to your OS and CPU architecture. {{< /notice >}}
export OS="linux/amd64" # one of linux/amd64, darwin/arm64, darwin/amd64, or windows/amd64 curl -O https://storage.googleapis.com/genai-toolbox/v0.27.0/$OS/toolbox -
Make the binary executable:
chmod +x toolbox -
Write the following into a
tools.yamlfile. Be sure to update any fields such asuser,password, ordatabasethat you may have customized in the previous step.{{< notice tip >}} In practice, use environment variable replacement with the format ${ENV_NAME} instead of hardcoding your secrets into the configuration file. {{< /notice >}}
kind: sources name: my-pg-source type: postgres host: 127.0.0.1 port: 5432 database: toolbox_db user: toolbox_user password: my-password --- kind: tools name: search-hotels-by-name type: postgres-sql source: my-pg-source description: Search for hotels based on name. parameters: - name: name type: string description: The name of the hotel. statement: SELECT * FROM hotels WHERE name ILIKE '%' || $1 || '%'; --- kind: tools name: search-hotels-by-location type: postgres-sql source: my-pg-source description: Search for hotels based on location. parameters: - name: location type: string description: The location of the hotel. statement: SELECT * FROM hotels WHERE location ILIKE '%' || $1 || '%'; --- kind: tools name: book-hotel type: postgres-sql source: my-pg-source description: >- Book a hotel by its ID. If the hotel is successfully booked, returns a NULL, raises an error if not. parameters: - name: hotel_id type: string description: The ID of the hotel to book. statement: UPDATE hotels SET booked = B'1' WHERE id = $1; --- kind: tools name: update-hotel type: postgres-sql source: my-pg-source description: >- Update a hotel's check-in and check-out dates by its ID. Returns a message indicating whether the hotel was successfully updated or not. parameters: - name: hotel_id type: string description: The ID of the hotel to update. - name: checkin_date type: string description: The new check-in date of the hotel. - name: checkout_date type: string description: The new check-out date of the hotel. statement: >- UPDATE hotels SET checkin_date = CAST($2 as date), checkout_date = CAST($3 as date) WHERE id = $1; --- kind: tools name: cancel-hotel type: postgres-sql source: my-pg-source description: Cancel a hotel by its ID. parameters: - name: hotel_id type: string description: The ID of the hotel to cancel. statement: UPDATE hotels SET booked = B'0' WHERE id = $1; --- kind: toolsets name: my-toolset tools: - search-hotels-by-name - search-hotels-by-location - book-hotel - update-hotel - cancel-hotelFor more info on tools, check out the Tools section.
-
Run the Toolbox server, pointing to the
tools.yamlfile created earlier:./toolbox --tools-file "tools.yaml"
Step 3: Connect to MCP Inspector
-
Run the MCP Inspector:
npx @modelcontextprotocol/inspector -
Type
ywhen it asks to install the inspector package. -
It should show the following when the MCP Inspector is up and running (please take note of
<YOUR_SESSION_TOKEN>):Starting MCP inspector... ⚙️ Proxy server listening on localhost:6277 🔑 Session token: <YOUR_SESSION_TOKEN> Use this token to authenticate requests or set DANGEROUSLY_OMIT_AUTH=true to disable auth 🚀 MCP Inspector is up and running at: http://localhost:6274/?MCP_PROXY_AUTH_TOKEN=<YOUR_SESSION_TOKEN> -
Open the above link in your browser.
-
For
Transport Type, selectStreamable HTTP. -
For
URL, type inhttp://127.0.0.1:5000/mcp. -
For
Configuration->Proxy Session Token, make sure<YOUR_SESSION_TOKEN>is present. -
Click Connect.
-
Select
List Tools, you will see a list of tools configured intools.yaml. -
Test out your tools here!

